{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "755f1ab0",
   "metadata": {},
   "source": [
    "# *eht-imaging* tutorial #1\n",
    "\n",
    "---\n",
    "\n",
    "`eht-imaging` is a Python software for radio interferometric simulation, calibration, analysis, and imaging. \n",
    "\n",
    "Code and documentation can be found on [GitHub](https://github.com/achael/eht-imaging)\n",
    "\n",
    "This notebook is an initial eht-imaging tutorial introducing data preparation, simulation, and Stokes I imaging. \n",
    "\n",
    "## Prerequisites\n",
    "Running this notebook requires that `eht-imaging` and its dependencies are installed (see README on [GitHub](https://github.com/achael/eht-imaging)). If you do not have `nfft` installed, you can set `ttype=direct` or `ttype=fast` in the following."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "08469099",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to eht-imaging! v 1.2.9 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import ehtim as eh\n",
    "import time\n",
    "import os\n",
    "\n",
    "plt.close('all')\n",
    "\n",
    "# Fourier transform type - change this to 'direct' if 'nfft' is not installed!!!\n",
    "ttype = 'nfft'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "32ef34b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create directory for results\n",
    "outpath = './tutorial_results/ehtim_tutorial1'\n",
    "if not os.path.exists(os.path.dirname(outpath)):\n",
    "    os.makedirs(os.path.dirname(outpath))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4de2c9f",
   "metadata": {},
   "source": [
    "## Load Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bd07f582",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading text image:  ../models/rowan_m87.txt\n"
     ]
    }
   ],
   "source": [
    "# Load the image and the telescope array\n",
    "im = eh.image.load_image('../models/rowan_m87.txt')\n",
    "eht = eh.array.load_txt('../arrays/EHT2017.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1fbb04aa",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Regrid the image for display\n",
    "imdisp = im.regrid_image(120*eh.RADPERUAS, 512)\n",
    "\n",
    "# Look at the image\n",
    "imdisp.display();\n",
    "imdisp.blur_circ(15*eh.RADPERUAS).display();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e15c55a",
   "metadata": {},
   "source": [
    "## Simulate an observation and plot data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "94b1856d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating empty observation file . . . \n",
      "Producing clean visibilities from image with nfft FT . . . \n",
      "Adding gain + phase errors to data and applying a priori calibration . . . \n",
      "Adding thermal noise to data . . . \n",
      "Building NX table\n"
     ]
    }
   ],
   "source": [
    "# simulate and save an EHT observation\n",
    "# ampcal and phasecal determine if gain variations and phase errors are included\n",
    "# for now, let's assume we can calibrate both amplitude and phase\n",
    "# try changing phasecal=False and see what happens!\n",
    "\n",
    "# simulation parameters\n",
    "tint_sec = 60  # Integration time in seconds, \n",
    "tadv_sec = 600 # Advance time between scans\n",
    "tstart_hr = 0  # GMST time of the start of the observation\n",
    "tstop_hr = 24  # GMST time of the end of the observation\n",
    "bw_hz = 4.e9   # Bandwidth in Hz\n",
    "\n",
    "# generate the observation\n",
    "obs = im.observe(eht, tint_sec, tadv_sec, tstart_hr, tstop_hr, bw_hz,\n",
    "                 sgrscat=False, ampcal=True, phasecal=True)\n",
    "\n",
    "# save the observation in a uvfits files \n",
    "obs.save_uvfits(outpath+'.uvfits')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fe51564e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot uv coverage\n",
    "obs.plotall('u','v', conj=True, rangex=[1.e10,-1.e10],rangey=[-1.e10,1.e10]) \n",
    "\n",
    "# Plot amplitude with baseline distance\n",
    "obs.plotall('uvdist','amp')  \n",
    "\n",
    "# Plot phase with baseline distance'\n",
    "obs.plotall('uvdist','phase') \n",
    "\n",
    "# Plot visibility phase on a baseline over time \n",
    "obs.plot_bl('ALMA','LMT','phase') \n",
    "\n",
    "# Plot closure phase on a triangle over time\n",
    "obs.plot_cphase('SMA','ALMA','SMT'); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "795011d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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U3oqXWeaN59kk5DgH+rOw96Tq5uNJMyI9IITwTaSRjf8M+KoQwv9Nyh/y9BjjbSGEJWkSj1eTkk8FkgoHUtbDnyONGm1z5sRbSQNKvoxrWAjpYe06OMze4OHIdhMKeG3nZfUjWP9fv4gO8v02I1RA2w2BXl6Wuul92fNnSgGzaQZ5/RZYHOY3WAClLryfQxfRkLzHWW6IZrNynNoz1jVsNJJt7okYWKlha5oC2PLQx0Ch722M1OcY3STAVGN3YV5oLH2P1bfKJ9A9NBB3isuvr6etKACpRllA2GK9rXxM9QAO22Fj4j0Q1VVflS1c3cnU4rJQKAL92ryHN52Wxq7rUqMMsLVKXv3Uthe4e28Eyqw3k+pe+DPn90XPmN//67dzoD8Le08GY3+NlK3P7WWMDJ2PMf4WKavj2HE+135/w2nLoUDVWNfcrfaix36PvSSDdV0BXBjSIQ48h2wGYuvj6cVT4K3moqfT7MFV+63Nm1esYcXwdepf6IxgYzz1pHpyBJJxuukNx65QIE4Xybv2Y9TW1b+7EQqJ4q3Kc9+eDWMhY0B/2KYeVE+XVZ58HzeoCqN7IWJB98j/h+IFd6R7OrV77JSPKBVdvyi32SyVbb5K1zGfw3xZ+HKBvDcoThWGZnjPdO3rXIcC+QG9SLneJp9jQqFt/H54oyobxFVuGOyjlebcbsTuatTNu92k7hgLxvkD6pykUwQ1D+me4LodvvgdDJ7brisvuHtCY8ykehSustFnwvgLDcPuusCs62CVPeol40Df00QdTCtqR/y/U09To6B0vsFL3wHT4tlOM8msYxzFY5/GdO1b0wLudfDb61u9Gi+r93Zg2LOCIcjrsvRdN8bis9VDXHUQlsP7pOC07tMk16sCztszOMyBW4kFlot03yQIEOCLu68Dpf5MKJYynUJYbW7b2UfP1zpfv6gpP6bThE5D9pbB/voc83OO/qzsHg/0bg6EThvUAF9TAc63j6kxWjtWB3TtEFh07nVXaBunACakl0wvZS17U/mcR1ZvYe3X0pVehbr9K4pnj50vUhqRLQN5ByF/uXU9ojd03kFDl69bYFvXXd/lt/oas6ib4mU24JFX33vBGSh1z1Q+qZzcDttCR6xWqV5UP+65H1c+WcMmDdi0w3M67aF61e/JNHnuKr8UYQcrOMhOxJL0EncUz1vPiHj5/tz2fDRN2X4M7FvKs3WY/5ekWNethmhm8SCwRrIdLr8+OzugzxPVPBt4GOnSnx5TQruxbZ8GfH7+96dijN9t6x5Ioo7V0XlijPFNtv59SWnJ3xpjfMIRx/8EUn6jB8UY33wDl3UiOwd6SjfePUoHSBiC/Pa8POAKdDnQ64XsH3ID+56G6aBbFVB2ztfBRNbYt1M2Y3rmrkues3eb3UOOBsBqVOQV6ngHlMDbmMyxBmkHFG8kXWoYtLDdlEB6vdfnu5Y5gOmYtVe/PU+cvQc621nhxL1xPlgmMHYlkOrKlS5jQxBEg2jXGuwb6Cu7psTUwMygfzO1XNchz/5gr8SMlnaumr45qr6apjQIuoZ6Pz0j8ugHsRw7jiu83KlwOur67Mw9+mcAIcb4mDzH8stDCA+PMQ5SaocQHkvKwvqovOg1IYTXxRiVqvuFwHNijM/L2Ut/mjxXRJ668YfZnN6xtpNkOz0zu8cDfYyZLhmhDupHTC/d9qx4ino5BdYCC3lt/TFXDAal9B66u7wUz6k/J+XlVTBWy2qr6Y/GllH9xk7r3wImddk7Nhs8B1b36L0c60qFomvR+mlX5Ivi3B3k6zIdZxvxlGYIQgpICvi1jyuFxJkfrNI2WzPYNjWNwLqWuvbnJN0b0Wte7kiJu+iaOgN7lSeYRz/tym9XETnYt6vyLIgtmVEcARjpodpvlU/bew+xr9u6ruvrNgfITb0qp/2uz84G6EMIDSnz6mcDxBjfkMUdX0ASgrg9lZR+ZZn3fQFpVrMXhxAeSWoAXpC3fQHwQyGER8cYX0XKjPoZpGlDH3hEWT6HFJ/8W2dycSewezzQi6t1T1zePZQXVt1qgcXOztCzd4/+6rJ4alJXrA1Y9Oi6ika8uD/WPtpxUBaG4N8xpIxqIK4BXnaSXrXaoTHuvD6mAF4BTHHILgtVX3cNTAzw/Xh1A3RSGwN83Te/d96DCnbf9H2wLI3/galTBOICVW/AdG+CLau3UZ2oXtoVrPeG6h9Iv+VI6F5KRRS7Qgmu94oeXg2RdPbeqNbPwCAgztCZyKGTQQ9S17G236rfo2JDvcz2rkPdPJiUIvwPbdnrgI8e2fZjGM798DqKgu9jgDfFGFcAMcZVCOGN+TivinnKxrAxVDtZCGEK/FPStKHfNrrRnWD3eKCPDEFe3l3laA+617NZoQL0rYd8mUF+0pRGRN6iAKH2Vt0jkwngtyhepHtg/hhpUI6uA0rXGYYNF2SvvCvAK4CqPbmjElj3PQZrSHzQkMYBCORF34R83El1/GbkXR57vb186+r8R6l3PAg5nUKYphsZgEnXcYEu9T5y+T3o2WY+/bAd0lxjZR1TsDhI+n0X5bImHXS9V+qzlq2qB7I1hXVF4XQdTPKQVgXU63tZK71Ud+7VC+QVOBbnf5Le1JgSy3sntQLrdHYq1c0tIYRX2v/PySPgZZqL91227DLjU17ef2S7+x2xrl5/LXsy8NN59P4Jd7lxOwf6bgjyrYG8D3qBIdiLCpBHL625c86rlXVhp9CsCtjLalpD5rp994THAmdqrBzo62v0a5C0zlUa7rF5eZy+EYj3muy2AEkfTG6HAeXao6/5akkDr8Urj5nqW9fosZWjvNiJKiF/T7pVfx8P5wnY5U3Ls27bRLXoWmYUesvB1b1j8jIP3KoedM2Dnst+aYy8J+LF1XPksQddc9OWuq1HY8cK7NdVwz+lpDWQY6F3oA7W9l79SB3LVH4Yl/ie3E7F0d8WYxzzzscO6nYU2h43UcfYumuidp7m8vGkqSffrXYO9HEI9HVAdM2wkjYCZ7PC1Wu9TB6hvPqDFYR2E+xrc030lBycY7M7LSA9IFEgy+WQ85U3qP9VvukUZplOWpN02aIkVC4P9K4ZjuhcrYoWW+oVjeo9WBWVxthIUXmLXge9d8vJAV8Drtzha9tUhq1poTd65VMu+7TtCMrZkCukaboNDtz5e4BmAc0ylU/a8rHRow74UHoCqsdY/d9R+Ptmb9Oj77qhTl1evkC+B9rlJh/udKEft9/Pyj4hDQR0BPM8OgJ8v+6NmJA1qnV6h+u3MzvQrfn70hG/620v2f+XgHccse6449T2z0izhI2NybxT7R4P9F1MANlz9Qw52DFQdrCfVEG+WmY2nxeg2ZrC1jV6os69bzFsbMYkkFq/AqarAg5bsyF9o7Kpceo6BgJ6Ab088T6Yp0+uH6lrpl3iX1VvPW/cFpVGHz/Ix3LKwr91Hg9men3UJk++Bnv1oPx7tUoxk5nFUmZksM+V5UH2w3lJaAcFKPsg9CLdC5dcelndm/fyt5RGQg2qejgC2KaDsFfAWvfOZaGuv69pK09pAcWT956P6q9vAPJHZfC4kPe21PuDzbjQ4Uhc6OzszA72R6SpLz+UAsqPYDyV9yvydth2r7B1DwohzDI/PyPNGfwKrm1/DfjbIYSn2rKfCiG8Nsb41KN2Ogu7xwM90fK9MHx5/fuorqpLBKEAv0C2Tkx1aC3JWApeKFSNv2ji6GuKRR7hhAQ+LMe70jWX2mufl5uDk2pw7ch0TJuCfwcMOXoBqvT5tSd/FrZRpq4sF9g3TepRCLgF8NNpasxd7z3tOibTbpDewL16UR4Xdob12XWpQZ12CbTdNXNpZb99/tT9ei1vyPeNnNqgha1cVu+hwRBMXYmzbeDedTZuo8v0mF0jbCqbBOLWARwEnfUMHhUXWrf0qRX0TJxWIjtuZyevzDmyfgT4YuDXQwgfTFLPPD6E8HDgB4BPiTGuSVr7Z4UQpJ3/fOCr83Fek+fDeBzwo/n797Pi5lpl+HT/P4QQgc8719G/GyzGEnx1zbeD/Jqh1to/g8BWU9IAjIH84KW0hqWmK1yfvWX/j3UGVE6BPQCrIUBsmTfoHPAqJ/DqluVlXlbnUb00JICDrD2flpd6MKyf0guQubKoqb7HtpEdxe36q9/luowGNPqezWAxHaZHEKW1PS+NtHvBEwPQHQN5r7dl1tlPV+MBWr8Gr0v1vkTNCey1nZKVTUeA3qm4sYbc0x2ExgQFg8rarEuVRRkp5b2rsye6Kdg2upbDTON5L1J0nmjQGwP8M0+B8Azg2SGEl5Mu83ExxrflAVAPI4coYowvCSF8GGVio+eahh7g84DnhhCeRKqif6gVIYQJaTL7BwLzEMKvAl8UY3yLbfOZwP+b//2pEMJzq8Dxmds50FNe1jp3iawhPdRbbfFeD1Ywb0u2SQd7eYceNBO3LUDxmIBbR/HmBfLTarlv29pyj8M2VVBWw9RrFUrv6edRN7pufbv+mw7aJUytwYBh9kbn+WHo5aqnIoVKzWt7fXPE/w6Og55NR69N93uh/wU4GiE7X5U68GO40kUBxaaB5WxI1W3NigxTNM9Y2oamG3rCR/VyRHcJ7GdLuLKwa+uGcZFeHtmUBmht99fPdVT00fX26jWqw3nA8N3QNmqgWtJ1+3iROlB/1DN+Ojs7Hijr4p8wsvzlwPtVy57Jpr5e694MfNIR69YMpzMd2+ZFpJnz3m12DvQcPQjGvftDhtyvhs/PZul/51FhyIcL7A9W5aF3T2iQ1lXdbAowdpQX0r1B2drWySZdCvxOpwWA3ONrjHrpP8ui8/Y6caDo8rG3VsOA46Ht5+V0ztq5XnmPY3QHRyyrr7nO+74mgf3aQBCGQONKGlE53mhJGiiwl4zTt9EAoa1MCU3bUoeD8nYQOmisdfaGCkrdepCzpTxjK2uMRQf6PatHcMOQhqzjCKpXUV5S2sikKNK3y2OhCtCzKefVO1BnB71+OzugvyfbPR7ojzIHkZb0Yqy61F2/mr0tV904Bywu1MG+bZPefu3BPaVK0Eubz0NXXnzYpDlE09TT1nnws4U+W6I3QP1I1OwZDuSfuQGQddWnH+hEKWtg2BOSjXnoAhX34r0xOIm5l1r3vtQodS1Q8duQrle9MTXOaqB1/Z7KQQFa378ObEKZgGQM7AV02xXg6Z76PXbA7Si9QJ1PzxEUkK8nrOnlpAyfBzfRMKr/aTMcoayGy737usHoRQDZQaiB3gO+N0bdnAP9Wdg50JvVnrJAxEemsoLpIgGAkkb5QBEfJQtDlYsUEJ6hcDCitSuzMylXjUCxvlGj9AVlnx6gu00AaiowU/ffc7to2L5ecAemhmHZ6hiDJ1/T/1OGXn1djqPsKJCoGx+VuQekFlhs0ggHy8TPH8w34yc+SYmrW1wXPlbuaVskp0flBeqmMGnL/ZVe3QeTCXxVPyqzVGF1kjDd14PVsKGR06D68UbYG9b+PjVlDgM/rgLtHnj2Bla03hRoV8kJqlMW37idA/1Z2DnQZ5NnWoO985TyjKaLodxNoA8F7LXOVTgX5rY8A4BLFjVsXCoJee0CWKc8fLSsgFjldS+8rQCgp0qs19GrcXQNds31iEsfOSnqpU7lAJv8+5TSmIzlkz9qViKnVGTqwTg1UUtCO7LUc794wpK7bi2HQK8BUvoNQ7CvqR2Z03BYXbuG3Cmy6RQmOaWCzy3rIFzr8P3+1T0O1ddgRHI79OaPUj/152yMirLnWI3WdEpKrZwbKMUR3NFQnGhKoguPo+NOZ+ce/VnZPR7o3SOtUw3U3tCASlkMqZlaBtcPdmmSCkdgUw9okUV7mevy+SIfLesAF0e2lwTOu/bucXbV73U39JIVXHWZp3vQLsdz7l2A1Ss5rNfgdaPzen24BLC2uhH2OlGDrAZnsJ3xyOLm1+1wRPMY7eJgD+V+Kx2BKC/pyP2ee6HXuYEVcDow+wxWMs/s6eUeszG+3ieugSHI+9iFvoh2XU7zbVAvbWn0vUelkdUCfD/HjQ/yP1PVzT3W7vFAD+NAKtMDrGdduummhbi36fE5nypzFY6sn4BaL2e7CfJePq2SN62yuarCPUO3rqPPt+Nl8mybkkd6AE6TWnhDp0ZRoOovtHobWxTeV+BR14/KVQOsGr962j6BqFNCYybAd4VShD5Iq+s9bFPZFJitg4frrtAZ9SCgfsyEfR9yNM20NeXYHkHdm6nrRUAvMPft+mPlbw+cnsQky9QzWg/Maqr7MOnKvda5VM+BEs/yjJjXb+ce/VnZPR7oAwmUoADJIYXK8WHq9ZytXZdGMoaRLjUUT3bSABXQa/+eUmk2J6lwBUtNicDQqxqbxk7bHLaFR3YaQPyuApRLCrjLk3egn1TH90ZHy7bII4CN71Y9DK4tt6AnCdT1wW1dkJVnjJJoKA12a8slkZ02JRjrg73U4EFqAOT1j3HXuoZa+eK9tHrSb1F5kwpA+7IboOuerK1hkoT1qHvtdQCnA3zvcalHoUbAr7tdbjoXfgtV71M235frs3OgPwt7jwF9noXl24FHxhg/Ji/7XODvAa8hpQP9sRjjz+fZWH6Qkm/ifsB/jDE+ozrmDHgasA98GPCXMcZjE/xrcvB1twkkMoHpYFBStqaF7UUCtn5WoH6oPWBgH00aJwCsvSY/p2yQStaAwsFFg5Vq3XRH8dxdzlnnqTlok7piRfrWx3XU/TVTXnBvBNRoKuHb1MDePVqVO1bXMWbOGStY7OmZ5T0K0OveGBQPn7zfYZfkoYP8RuYp1963wNsDnj6HgffKnIJb27E8N5I3fn7/vVexXEKzSAqvJh9XvSw1wn4/jqNKTpMwrp4QRnSTaKppQz82wKm841JYXL9Xf+7Rn5W9Jz36vwH8V8osLgAXgK+PMb4lhPCRwH8Efh54K/AFMcZXA4QQ/j1pKq/avg74tRjj/8zbfcQ1SxGG/Grbpu6pD/n2gJbrnjWN22JRXuDZLA2ukRc6r570enTqUVRGPWBLg5TqmECtkFD2SH89XPEzndLruuXRH7RDb9418bX3tsHv2meLIQXgn9pqjt5pCdWd9wL0OxrQiMaRB1nnAmpsm40BcKq7aipBKM/CfJ7qTRJL1aMaR/8cZN27rqcOcDt9p8CvZmZybbyO53W2bo1qo8gdfXpJ1YFfs6514/pseZ31s56mUV694hLTKYMRwWpo/TlxZdaN2znQn4W9x4A+xvifs6fuy55v/z6UlPCfGOMbtDCEcH9gHmP8k5HDfj7wlhDCR5EmGfj+a5UjUF40sMFE1XZ1YFb4MM2/79inl+ONcdKh+n9M490rJ9gMrnoe/O3qHA4Qg0lUOosx5G6/j5iVZ7gkgccSWFDmklXjBsd7ZQOwHwF5pz7qbw8kejKusfpSQ7Ux/HakjAK7o/LPQKHmMPmie+yidw4M6N3j9o9PWlNTNs57T6fDuWyV+bRphse+Y3+oxlosyr30BhmKLLNjc6wCDIP1sOn1C+Bdvlk3zq5Amq6KPNTpu6OA/cag+hzoz8Luchx9COEC8AzSMOLHj2zypaSkQ2P2QCDGGL8nhPC3SD2CTxg5x1OApwDcOxSgl7xRXqMCSt4V9YdZNMeSxIHrpZe3Jk/Iu+djNIV3/+XNOyXi6h5NdrJdefUOPv1oxWUBa+eq9d2PbqQMvdfvttrnOE8ecoPUDD/1IKTGrt8H+DjlIat1694wqjFWiogxauK4wVheBw05qZiNqIWiznEgdqBfrRL4ukfvOZOmzTAWooCygP7CDty0k1IyaCYpB/rJNMtD2+Lhq5FW7MSDzeLEZ3btqgc3p1ZcldW2xXv3enZFkPcoWTHIntrYMWVadz1zDZQjnKtuzsLuckAfY7wKfF0I4aHAr4QQHqz8zSGEbeCja27ebA/4rfz7ZcDHhRAmOf+En+M5wHMAPnAaYq0ph+EQftESY96tQLQlBzTzxBXT5VCu5mDh0rquAryOITM5YZiUS2DvPQd59LV88bBNnrzK5zJE/T6g8L41L68yNPZdyz1VV7XVag0Y57cHjdxI/daNhxpjyWqmI/t4Wevc8Ni1e5vb5j+qR09iVwdj2zZTXubJr7ohJHUd/eTvShkt4NfYC+W+V2OiY0vyqeOLGgwLOz6bENhU11Q3dt5g+7J6whova216DtddyrSp89UxEu9RXL+dc/RnZXcpoA8hfDXwzBhjBP4MuIXE26uX+jjgp6p9HgC8Mycs+mXS3JCvBz4I+KMa5DdPWn4OVAeVRz8heUue4EkmsJdyY7ks4Nxrq015Msj22A7/F+i6J+TzntbgIG/5cFV6EeSybGUvEwrYj32c8615eRjyv1u5ynxikkHwt2q83GoZo7xhUWKDa2ZI22xQCm3peR3Fz0viqTp0GaNorQ2tefbstyzpWR0P8fJ73XmAeJrrqsnJ7+qBT+7db+2kE02ASdcxm63outI7Wy5hby/ljL+a691pRB8NLXO5qzj0msLR6Ge6dN29A2Lxg3p8yGQ6HD9By8ZAqrF35PrtHOjPwt6TqpuPB74QeEAI4ZtImeK2gR8MIbwFeDjwlTHGPdvtc4C/Xx3qe4CfI03m+zXAt4YQHpX3/4ITlaUptIICaHpRo31gWGF6meQlK8mTMvq5OsYldvIINzh1SqOhx1v5T8T/a2Ly+Xwo/ZMn6o2JgoZ0/bvc000O7HpBu+rcescF8g72Y6mV696Jyu2qknoi9lpB0qcz6Mr+/q3fDvhtN/Qk1VjXGn7YBGv1JByg+sk07HzaV/dI9ea9I683OQWTbkjvONhrNCrzCzDb6h+WMDvkYndHD/SLhd3v1aY+3UfB6vyeCnpK4dIPq330W0ok5UeazeCw2Wzs1Jua5/uqkb6rfA985PTZ2DnQn4W9J4Oxvwb8WrX4X15jn08fWfa59vvPgSfdaNl6xUT2FuXBeAIvKODn6hy91KFJ9I2AXsPLe1olv/g16GlU46Cb3ZQegg/b95mtPKAsnrcPhK7KS14H82pvtDaBe5150oHGG4mmHQb1XFnk0xEeZoBuGV7vCFswCGgLyAWW4ut9WwGTGkJPu6Cgb927UNqJMXmqGkpPuaBy13MYOGWRqew+pbUmIR/0dpoGphOYbZeb2DRMdg7Y2Vmxs5NiMgrcbq0YzON6FAyqHFOrP7oyAXh/bfathknSUx81XMtBu648k20LYcUgTUJdj9dn59TNWdldirp5j1jcDARC9gjlVVJAvX6ANdTfh97XE3Qftil7ob8kfRpak0Q6N67ueC/nNLD3vOiz2fCF07Hd45+uCoB6egP/VtndMxaw+zXW3KvAbmILQr5+TTc4phOvaSqVrZ+ceuSeuLn+3oHflS4uRT1Kr97z01ml1Hv1HA/sNcjLVFeaNWpCofR8Xl39H9uO0NlR1FWZbTOfr9iep6CtgP7CPlztUuDc4yg9VWSfLYa9nzZfhI878B4cFK98q4M2x5mUo4lKRdR19In55N03mc5SI3RjEsuzDcaGEOYkIcfDSFX29BjjS4/Y9mkkFR/AT8UYv9vWPZAk7xYkPDHG+CZb/77AjwFvjTE+wZbvkmaq+kQKA/f/xhh/+4wu8Ug7B3o2QUVqGUhg1XalKz6WkhfKyyWgdz54NoODqgusF325TINiRAOMzXIlc49Kg5KUhGvSDGkTqX9mM5guilcOhYry7JT1tUyrTz3DEHYMSMDT+19tGWhTA41S+o7RVAKZQW/BqA5XgNSNwEDd0xSQd69+ywDKQV7lPMg3YcWmIsljGmPBXDWA4sFn5Enbc91s5R7WlQXsLmCRYy3LJVxYHSTqZjqFJvRevgLvOzvls7sLV/fSMZ2K8ViS7lfD8JlTnh31gFT/nr9Ix9rK17DVpgu4MB82mOp8KIeTU5PNajM4ff12ph79M4AQY3xMCOFDgJeHEB4eY3y7bxRCeCzwZMoYn9eEEF5ns0y9EHhOjPF5IYQnAj8NfGze98HADwO3jZz/o4FPBT4hxngQQngy8N9CCA/JIpQ7ze7xQB8jowmjarCHIXiPcbvYb+VEF6jUXKcPvNFcqy1DAOm1+1UjNNA0V9y/JiOv8+TLqx+kXDZz6sQ5eadrPFDqdEst71Ndba1SQFTach/BW9NUjBx73ZUH1KWKtR5fv+vEaUd59s7T12Me4iKBVJ9vnTK9ouiuo0Dep30U0K7y8oMWtrNSR5z7YiGgX8HqEKZbg8KH2ZTteZsAPwP9YgE7C7ja0uvmPc2xGmN58w7KUEYXQ7nGumc3sWU3ke/fasAsDXT2LgLo78dyKLu8fjsboA8hNCRa97Mhjc0JIbyaFMd7ZrX5U4GfzAIPQggvAL4EeHEI4ZGkBuAFedsXAD8UQnh0njd2D/gM4OtJcm+3vwC+LcaoDt8LSeq/v8rJJhe/bjsHesYpgrq7PxbQc8/QVRx9lz97rz4Csh4F2RqF4Xw1WPe3Kx8HukE63ArUNuarXRXOWBxvx6a6xtUatUc/Np5Aag5duzdSqttpRYnUjVo9alV1IC4dNiWOPshKwdij5ifte0GWhrcGeVnbwmqZrvnAyqKGSfdK5mmYnfqq87avKL23ZQb7xSJ5+DuLju3mSvLmVeBsk1xul2MuFonCcaD3snieeX9+e6qrqh/dA8/ntCY9Lxr9rSCtF6+XDus49oxOpjBpb5RlP1OO/sGkQZR/aMteR/Kya/sYEgj7dl9m694UY1wBxBhXIYQ35uO8KsZ4G0AIm+LSGOPrSYpAmUixMe//TO0eD/RUHn3tESoI5Z6zBz0P23E9tV6eFlKO7jYDbK5xgZIAxDngviz5GBo4s25LAPdgVbrNnv/eh9lvZ2CQcuOwGwKtziGOvQZ38b61Fr2msES3qLwdxbvt1Sd5f28MxjhcbyxbIayvtwbWe1UdiZII5qm79WoqgdO0AJIHu0V9te2QqvL76XWnax57kXyfFYlbn+2XwW7TabpHW1O42LVc6Pagiwnw2zV03YCmE9Wzu1viCvLEBdDbFG++HqynOohNqieZx4W8l6bfB6TGembB5NoR6jpYT0uqhK1p2nZs3MXp7MRAf0sI4ZX2/3OqCbfvn7/fZcsuA48YOdb9R7a73xHr6vWnsb8L/ILz+3eW3eOBvjOgr4fdT6Yl3YC8qoHULnO8ogyWS2hN4TIWtJ0YcCnU5N78RkIyCu+/yrr41QpmCuK2Q6/UwV5TF65WCSTa/SFYaSIRfxFrkK/Bzsu2qpa5N+42q64LhgAfq2UCzwkF7L334iNQHZAC0LQlQKjGwOumph2mbbl/inO0Laz3C8eu6/WPm6dZqIFN9/ggr9tawnSvlGV7Xs677jp2u3cN5S653Gq4d3dLMLfJ1I/fT6WIHssv5MAMw6C6B521rqOozlrKCOb6eGoglfisT9a3WYRT2qk8+ttijGPe+dhB3Y4a13WcaGhs3anGh4UQ3gf4Sjbl4neK3eOBHkrXXwCjYJU8wK1qNCoU2kCaeSh0DAxHoMJw0Eo90Yn3AGBIAfQef1tG3op3v7os5aklb/IWpcDZ2cnAt9ykHxo7p3v29ZSA2s69eS+3A97Klnkg97jX1ofTqwEKFPpHdVOn6lW9NhSJZ9PQj249bGFW0ToTqzc3SVNns8SpX7X6OA64nPLyOqO6piX0M5RNp7CzV2JBsgvzVHv1eITtnHfnwhwOdsryg6xl1/8+WK++PhgfEOimZ8EpxRYGA/zq0bNqKM/eziakC9yavy8d8bve9pL9f4mSObded9xxRi2P8P9x4MuPyNl15naPB3opRybQj7J02V6tcHFeV/lBnE6YTOmzQ7o8Ty+79FhuYxI0pzA0EOtwVfjdnlrK53cPTpTT9gzWO6XnIa+4zY2TPHf3zNXguWcv81eulh2qLrWdrlOSyb5sDLnlOvOhK3kObL3O7eA+BvbaKORgdz9lYxW4bnKdrRnOE9C2qVHU/Vx2RcqoRtevxYOgdfDacU89oIbsSGSvXuf2uMvhztBT9gCo03FQsmJqrgEYgnudyqCnsKryStY6NqOZg73LUjeoG2tIRavdhTj6PwJuBz6UAsqPAH5hZNtX5O2w7V5h6x4UQphlfn4GPIQTBlNzUPhHgR+OMf5GCOFewHaM8cQNxfXYOdAz5DjJPK97f3V6WX+4p1Pj27M3uDBEHOsOCyDqOU6PKpuUH5NF6l14nAAKT+9l25pCnJdyans1DKyGgOQyPS3zl74un8pWA60CeUfx1vWsVG491065H2OzFDnQY/tMbRktTKy3VXPVPT1niOy9AN3Pq/vDoKwaXpmAUpJEzxzpE6OIWunrswMuJ6D2vDptjvl4LiN59dPceB9mCkfgv1wOG4VrjT/oKawu0TLeYKtXpGdW91lxBpekes/BU3rUqrQbg+qzAfoYYxdC+BHgi4FfDyF8MEk98/gQwsOBHwA+JadMeTbwrBCCtPOfT9K/E2N8TQjhtaR0LD+av38/K25OYj9AahR+Oevq/28S7//8G7/Ko+0c6CkPo5QTPsGEzFUtnkwMhsP6p9P0sgtjPPgoQB0DL9FGMu2j7Q9I3fOri9LVr70+GFI5yqVS89VtC+u95PX6+d3GQHaMf3bqRsvGrAa/xpbXDYZTQXUMgZFzatsaEqarIS9fB16dr9e3gFTge3WZuWmGjbY3RFNKEHRsCr217eONRtMlvh6G3LdksspqCYWWE5UoGl/roDyHvqz+DeW6u1WpT5dX1lan+NCz7o1l3UCuu2Fv9vrszEfGPgN4dgjh5aTb9rgY49vyAKiHkTs2McaXhBA+DPiNvN9zTUMP8HnAc0MITyJd3j/UihDChJRz64HAPITwq8AX5Tk2/jYp+y7Av7HjPfEsL3LM7vFAD5sPYkPpio4BvpQ46654+3r5tmYpGLbVFZA+7gVyr3ZsW3lUzu/WfLyX0T1Bgdd8PryWflTmIr+g+VzuqY41Rq7Z1vD6vr4oXnXN82tUrR9TPYB6DMLYmIQx88ZT9VQ3RA30YxlkYxLMejTtfE6fpuLCHA5HgtguaRRtM5YLXuXxBsIHmU1X0OyXeJBnsXRF1SC+0AzjtXVahToTJQx7M7pmyDRjN2xcV3aNU7sWAb6DvI9v8DkR1m25nzeWCuHsgD7r4p8wsvzlwPtVy57Jpr5e694MfNIR69aMpEbP636JUwZtz8rOgZ5N1QekF3C2gnZWXrpat940EDPAK1C2Le26BT2PetiDfdeeMpRHXBx6H6zdL+XxvC1u9QAtN3llXQftYjMNwlgZnW4RnxspIC/g3mKTs3YAdPOGxWmRo0Yfy2ow90ZEHrNfT7sqHueBeb0C/Tpn0GyWtt9pjftelPsyq8ouT36bzaCtX0MN9tKoN0YxQQHL3d2hAKC/5qp3KUmjGoj+3COevK5R312XG5tVuo4VZY6FWgGWGT+Wy2FjpLz17u0r/bX3aE9v57luzsrOgZ7ho9QHFLuScVBSRnGQW8aF+xRxg88qHWNs9Kdo4XoA0hh37Tyn872H5qnKm6tHecImSEgp5BkVt9pNzlvlhCHdosDqjMLnKuBa0xiz/JHkzy9KPQAY9lr8+zigrwHe16nOnXKQZFL30etN9SXeWaAfzVsG6BbpWyNl3QuWDNG9eZXHA/EO9i2F4mM55Lt1TgkA6ka7nrJRIgBJhH1Q2cSeCX1CAzPrlU6naVDdQVsaZw+0Q6F4Dki0jxpPH3+wbocgP5YP6HR2Zqqbe7SdA72ZA/KK4tV7l3Q2yxz+tCgYnO91GqddFu/X6Q0YH0ii7Xy0o/PWKlv/4uRuP9ArODxzo5bXHuBkWjTPW6YSGjM1RgL4jkLNCAgcDKak4X4CeR+lCVW+GoaNmIDBB5DVDaTK5ADfMJRmerzDj92S7kmtRFFdkMvpjbc4+z5YmmkRaeydsqobH53bVUe16soDnZLP1gO49Ex59lOvx9rGRg7XsRtvOFwDv7VKPYyGzTTMLhONkKanbMu1dqpjhtlRr9/OPfqzsnOgz1YHjQ5I6puQOXFX3Dh4is7x9AMaqCSeF4Z0hAOUuFABlOvH9QJpf/cGtVzKEvG2fWbL1bgXqMZpY2Lyqh68tyGe1pc5EHu9OX0jOsNjGn4Olyz6p831P/aae+oGeZ6+TlbnPfQEZatVCkbXlJfGSvhYBAWzXUJLV9RF3vupexiN/Vb5XI1UZz7V4LZaOqvspzU4i74T8Pu38grJxtJleEqIeVucmek0xYKudqXedM9E3yhWUfdKXXbrvZ7rt3OgPws7B3oKoLqKpH9A2yRrdK5UL6Lrr92j355XXed2KFmrgVTLnBqBAvrehdZL5svWy6FHLxmeyy29nLXOWtdce2/yUqfVB4bedg30PTU1HTYofUCYIdAPxguw6dX3ZadIKOW1O2i6eSNUB07nZG90r3j3XicCe93PnTw4qU9pvExOgJex7p35/z5RSx2vqcG+P4f9P5vBYfbqfXBV1w0VYp4aQqOHVTYNAnTlzoV5eaa178GqPEPTBSxXaX9XkXkD6oHa+pm4McrGj3puN2rnQJ9NL2Y9KUMEJiuYLQpw6kWAIUA4yK7bot5gmaSRAui60vUyyhPywUSuzHHvWfss8/rFImU43M4abI3udAnmYAJy+1ZXvJY2ql4aMtcuqseOCZtBv7pefBtdg4N5/dsVLmPUjerKy+gNjMwbEChBUAejZr8A+nRa1C9qoPoe0qyMpeg66JZDOsPP6WX1RGOwee91b/uGwHjvq8shiHcdHFaNUp/9tC3xBE1iM+ZN67q27JpcuTVbbY5w7ValDsc89Tq2c7Z2DvRnYfd4oPe5T2HTq9dowen+Js8Jm/SIQMMBFUx73G16wv5e+Q1xgHdT91iBsSkJ8A+W6bM0oFd5fUCXT3pymAOxB3ZclUkSSoH8TTvFq6xHRdbX642Ke5ljNI0HXz0lhHuIsvp/3T+BvZvupaej8MnPZZP9Tcpm5uurOEd/7VYYrzcdW/fSGyEP4rvVAVPV11LAnZ8f7yWpvpVUT9SPJlBxNdnYmBDP10/exlN8aJmys8qpUN16PY4lkKnvx+mtJuDO7XrtHOgpmRYFLK4UcA+Qy+WFkTrCJ+n27r7b1rRwrz54ybHCA4kql98cUTj+2PvI2QOSV++9Do2q9NS8So+rVApL0sfz3+jcvZqkSSC/u5t7DbNhA1cDusvsRENIry9ZoX/EnddB2DGgd5uMfBw/xaN7cNBH9Oqeb7WwvV+ux79rVY6rc5QBUs+Ml0vWa+ynw1TVCrjKvGH0gW36rkHe697nNlitNlVLCho7TeU8/bZ59U73DSazX5Qep1RHR/Hwfh9uHOzPPfqzsLsk0IcQ/hlpAMMVUjzvG0jv7ZOBbwM+Kcb4e0fs+zWkUWm3AR8M/ONrzd4i71XA67IwgUXvMe5t8vPz+dDb93W1wkOAf2io7TSEeGeX4vkglv649i3v+GqXKKbpNOU5l07aPXoB/SLzrw60DgzYb1EWu7vjE5O7plqzZh1kgHdvXoDr53SA9xGyJ329xdv7zEqivRxkVE8CKz/HHNhfFPBbZu++TjYGw0ApbPYaGkoMQfUnqsTn+a17gmogD1ZsJA/TefU9FpTtG1iGdJXqyM2lmWq0dS/rkbVyZg5WDCZMV53WdanrrwPl12fnHP1Z2V0O6EMIHwn8oxjjo/L/P0NK5flm4LeAxTH7vi+pUbgl57b4r6QZZV5w5D5sdjP9xZV5XvbZIj38PpQeNl/GdTcc2egf5QWvPfta7eK8vpJ8OSjDkF8X0M5msJgWvhdb1wM9Q69a9eEg5UCvqey25yWQ570UUUO63rU3BJSBODXI1yNia67dl9e//dvvY0dpnD3uos+KEuO4QgL76WIIxLErg4HqkdLrbpgWwXtbeqlmWOOZuX6lNqgHQindgnLXaFmtnoHSG5CSyec2UK/JA9DHWR1zCk0JAHsOpe1Z7h0ynGBc9SqBgeq9P/41zn9tOwf6s7C7HNADDwX+1P7/Y+CTY4xfDozO3GK2IL3DF0mTAewCv3+tE3rmPpm8T9hUyUxW9DlKoABpPWBpa5pGznZd6iKP5Y/vj2Hf3q2fdfSzV80oNE3ttSnQuOqSN+9dcZmA/l17sNclgFuQ+X2rCyl/AkOQ39mBixfL/zXQe3ItV4+0bQF1b1h8YI2AyRsZ9xQFIN4IOM0lUHfKQN7+1PYTZur+TihgP+1K0B2GYKyBVgp4qodyaMcSwE4pShpVf9OUWaJuvjhsKHVvtpcpl5Eviwbgqo+mo1fRyLTOJY5HNZiD/SruHgr96EAvmelyVXpPLZvBZL83YymbT2/nQH8WdlcE+lcA35FnbD8gTdH1p8fvkizGuJepm58OIfwF8GfAG+vtQghPAZ4CcC/GX4iavnHbArYXxZvfmg5fkjpoq+DsYV5Xg/0AxMzDqjnwwzaNXBTgOwCIsliRF+4zmGnJg7F7HeynTbhC4Vz1cup4W5Tyz+eJnxd9s7NT+FwdV+fy7IZAP0JYAK9v94K9Dmr6puPkwOVAL5BXQ1Aff0UJZF/V9S5T4B1K/fkQ/55WodAk6p2osfTeWUuhz6TLV7yjpkz294e8eN9o2j0aU0W5dWz2jgbrrQfgy2DzGdZArcE8xCv6ydNVB06weM/KG9nrs3Pq5qzsLgf0McY3ZyD+ZlKy/99jc+quUQshPAr4GuCjYoxtCOGZwD8HvrY6x3NIk/Ly/k2Ik0nK5HhUStyG8kILGBakwUq1cgE2qRz9HpMc1o9xPbTdA3brNs1QtFwWSkKepAC69/LblLRMFJJGSC4pIC/vWoOT5IG6N+bqDA0oEv0wn+dTWcMlcJREsdbpHzA+FsABQj2oeoIT3w5bXsNBDeyiGo5q0FW2Zb7+q9YzUYPbdSVPjpRK8ujrGIM4em/Ieqegqj8dX70fb5D7RtrKp96Pe9Jj13UtL9rjKnpGmm4I+opTDBQ6Te5lVtftvStPh6GG9rosxhI0OLcbsrsc0Ge7Pcb4jQAhhB8Hfui4jUMID8rzLr5f3ldPx18AH3itk02aSgLHJmcvEBVQLYFZW5Quk6omXf4GQ263/59x70uAMKZu0QsnGsaBGobZEdsOwqrEGwQW7sm7QqOeICRQGptp9cLL21N5FY8Yy8ui3pFAYQzkHRRUDgd6be+A5qMwa3DXcT2TpmgUbziwY6jhXLTAolAXTkcpbbFfj4O+7oNkr/21Zq9eI5idq1cA38F3uaRPq0w3bCjdPAhdj32ATZCt0wk7xaa0CnUQWOoclXu1KM+uGh3dK91LT2p3Qzz92CCNczu13VWB/vtCCL9Oeq5fFGP8gxDCvYF/QmJbnhJC+MkY48tDCPcFXhZCeAjwEuDTsid/GfirwFcde6aQH2bKS6NvyS6heC1riuc3AZpl4nWbZtgl9twuHoT1bJOH1XEbkpRRaghXaQhspINXUHWygKlx4GsrLwx5W9ELVynBDAFRw5Anlyfc58NpEvC41lyIPmHVDxIbG3nrk1fU0j8HedVpPYr0IG9XBwDda9ZvbyhcOhurfVQ/2lZlW6ousuc+XQ57RauuUDXap7Nj+nV5rpgaOJ0O0xy3CvZKHdU39NZYe0yjpkjUE/KGzu+n3xNJMX2wVB0cjkY5STUk6Wxjo3cd6KGkvqjv56ktwiB3w7ldt90lgT7G+DdHlr0T+Pb88eXvYJhL+p+c5lx9Gt4GJl0BeNEheoFkeqkVyNuiBCFhU4kD5SX2nCkCQHmXfiPk4bnnJ6nk1ixppgfpDRb0icl8IIt7vAp8qjcizrf2blUnrr7x66lz5PQb0A002m5d9e0Nis4zo2S6rIE+UIbge8MFQy/XAc29WwHhnE1Kxa9T91U8fksK0AZ5vLavPHqvb++hCYQd6B3sHUAV+NRANlflTKf0qoD6vsKwLuQ9e89nQjUg0BoTp4sE9GMOinp0Ug31EsxVaVzqHpru540BTDxTjz7H/Z5NmmRkCjw9xvjSI7Z9GmlmKYCfijF+t617IPA8Cjw8MTMKWv++wI8Bb40xPqE67n1Is0ndJ+//ZTHG3z6DyzvW7pJA/+62PgjF0KPf1vrqG8pLvSLnA7GVseJ21116gX2ougDDaQc90oMRmhnsRQ2JtvEgK6TG5nA1HLko78+VOu6NOvvpoLuhQRftZF392QwmmZyPbTcAMh870DSbVIp7n+7NzxkCPVZGefZaJi7cHMveZgx5bPVO9NupI+f8dWzltD9kOJFItOVj6afdvBfRUXpxXk+qH7/fox+GI7idNnFw9/xETmVNGNJ/NWWjQH894lnroDRK61mJzUj6WWcyFdDr3t6QHZem8/T2DCDEGB8TQvgQ4OUhhIfHGN/uG4UQHksas/OovOg1IYTX2SxTLwSeE2N8XgjhicBPAx+b930w8MOkcTxj9kPAq2OM3xJC+ETgv4YQHhpjrFm5M7VzoM+mkY5KeuU65LHMkwruTcjCfstL4twulK6ypx2oaRMFIdVTDRXQu8JFxw8Opk3pbsvLFNg7/6xv98CmDAHeeVXRCerqLxYFmJIX2A1Gw3rsTOWSd+svv8BLk3XsUNIb69zyqvVb4O7/O4fv6zyoPGFYx+6F10P3nfpqyHP16nqqcvUNc7Ue267n/9thumuf/EVY5mDvQX45H/q4Fy9w7xg2kPLkBfaDoH43lL76iF8f+evmcQQfYTtZJEfHKTnV9WAeguvB63h2Hn2elPtJpHE1xBjfEEJ4NfAFbM4k9VTgJ/OMVIQQXgB8CfDiEMIjSQ2Axua8APihEMKj87yxe8BnAF9PGrjpZbgP8DnAg3IZfiWEsAL+LvAzZ3KhR9g9Huj1ok+a4cxJWu4BNc9N45ypaIXD1RAYXQ9fD1E/rI6pF1bm+VUE9mo4Dtvi0bvDs1pBuyi9BF2f0w21J9rYR4DidEY0kPdEaTDkdeUh1oG8kOt1mxLbgAJM4nLnJLCvgV6DwzRYDFvnlNDYg1xzxNrG6Q9PfKb77r0ElaVOQew0DQzjOdpe53KgXy5LnOVgVXpnjmceAO8D36vSANcNSm3uydfzHnTWejpgC+Q9VUNNxfmo71pRpklH5Lg0lJQNwHjX61oWOUvVzYOB9wH+0Ja9jiTfru1jSF67b/dltu5NMcYVQIxxFUJ4Yz7Oq2KMt8GR430+CjiIMb5lpAznQH9nWw9MFM9T5hRL7QGKCmnsf5c1uvqkB0KGSg33qmEI3PUk1q7P1zFdQaGh6lttmaC8TthWm4OCU1deNyq7vHkPLPsIzXpSdY0x2JomhdKcITjK6xPQi9etncADStykllZCaQyCfXR81evUlqtBF+YJSupZkbwHF6rj+TwCAnmP53ijoGN6g6lGczUvdeiY5nPITqcJ6GcMKRL3db2cY7SNZ6QU2K8ZxpZ0zsNpSV5XJ3KbVojR3+sVtE2JFUma2TcI1wP0p+PobwkhvNL+f06WUcvun79dqn0ZeMTIse4/st39jlhXrz/ObmTfG7JzoDf0axrY7opX4t68j3x0T7yjyBQFIOsujZ7dWpWuqwa+6Dj+sopjbRly4QJON3lVUvl4alp51HEfDrvkLQtklKhM53PvUB731Jbr2larMjRfdM3hiIevdZpj1XsjF+aw3i/UizTyNT8/Z5hfJuYK2qb0RtSAqXzu1cNmCgkH53reWvHtS1smr76e+ER15nWkczkt5c6Ae/WHFKXU/v7QM95pC/Wme6h1fY9ukfPoW1nrRkXxDffkpxSHAcq9qXPa6Hy9tLdNfLzPpTsG9t4r8EnD/XjXbadT3dwWYxzzzseO6naUzP+4dPpj6046XOBG9r1uOzXQhxDuD1wgRZSvq52+q5lLIicNNF1SWzjHKtWKqzzklcsERhpYtQVsdQVc2urj3X9Xabgypw7gOR00m6VRlrBJnbT75RyHJLB0tYsDo+gTgZWA4pDUQ/AexNVlAu7lMvUg5Pl5Th+9m5PsGe7s5PIvcrnZ5HJnpONsW3eqbaFblXI5kHlj5J63vl3xsrZ9t6p9vWGoJak17yxVEFZPOl5n+9UDuERBXe0SyDsNp+sUfeNxDs1fO5/DfAY71dumZ89ppQ3aRs90BfY6l2SjstBkkLfeYk3h9Pp+NnFYDb5+35idqerm1vx96Yjf9baX7P9LpMGbY+uOO87Yce81su8107TcqJ0I6HMg41uBfwy9cOGmEMKvAl9ZcU53K4uRfgLljen1MmjNMvBLsQJFG+4vuAOLANRHDWLb1ByvH9NT/B6n1ujTzLaw3hkCfb8/hTIZe2XkUddA35enLRNgKN+58p/7oJ/teaEHpL+eNGXO1X6g2KL0LKB4nTPr6vuo1HWX6AAHVnnV3cinbkxrus25Yx1b9e7Jz+pZrrwhaa2eat3/VnWsif1/SKrLxWIIlmM5idq2UCn9QKXVsBfj1J/q0QF/wqbc13XzPd3m5e2G40Gcv/fj6Lhb082xIn1d3zDQc5ZA/0fA7cCHUkD5EcAvjGz7irwdtt0rbN2DQgizzM/PgIfY+uPst4F5COEDYoxK6/IIktzyTrWTevTfAbwc+JeKREOfcuDbQghfGWO8fPbFe/dY7PJLOvJAQ3rpwqrwjx0lOOhc+5oh0MuzGxsEtFEGO4amdHM+17vL3u2X5E0c/WDU4+X8QjMMJDv15ANbxmiJAxLnv85lkvfuQL+zs6k0qgPJnmOlWQ498YahyqN+t+XNi8KpKQx51O6pewDarxc2PdxpOxxh6vejBlONr3DaRPv5vAbaRmVSPGfRwtYew6yTbVHYCIhr+qbXry9KWRSb8PKNDU7ye+IWuwLy/vypC6I6ks5fZZk047GksXPckMXIRurO6z5U7EIIPwJ8MfDrIYQPJqlnHh9CeDjwA8CnxBjXJK39s0II0s5/PvDV+TivCSG8Fngc8KP5+/ez4uZaZfjLEMJ/ymX41hDCx5Nevxcfv+eN2zWBPnvzPzjmteeLfgopmn357It351skg0/+v3+YTTGwzt7lalVASt46lK45FMrDX/oZm559bXrhJiS52myZ0gwLLCG9bBd2irerbrVkb2vrZveDXfbp+/gCgrWdSx59PZpRZcKus8noOVvC1iJRODu5J6H0xZ62wRO6qW6h1GVNG8AmyE+awj87GPkUfYPJYcwE8CuGAVjdT0gNl9LvjqWrVoMhYHUevu+N5N/OyauenQYib4fSKFSxDp8ERLSKN5b9/V0kz9vvpcYNeDn8eaudl54C7IZ1Nbj45Tj3fpSdKcj35Tgzjx6Sjv7ZIYSXk27d42KMb8sDoB5GfkxijC8JIXwY8Bt5v+eahh7g84DnhhCeRKq2f6gVIYQJ8MskaeU8sx5fZPj5ZcDzQwgvI93Cv+fO851l1wT6GGMHvAUghPBQ4A7Ss/VFwM/GGP8EeOudWcg721oyJ29A6RKzrhvSOgfLzaClXhTXObvnXvPDWubmFIISa7naxgci1dK4rRlcsHfCu9Fxr/yeUkb1uhfvgC8e2uklp36mJBXN4X4BpLEgnMvx+rpuh78P2wL2rtF2UyItlQlKOmUFZ90rVXm9QdPvGcWT7htLSiPo99TpIG3jHj6UxqEe0attnT46JDnkHRno9wpNp97R4bzIKz0FgQYp6TkMC5i0RfV1Er+3vkeTZgjuel77BHBGATp9o/19HEBN24zdx1PbGero0+HiEnjCyPKXMxxdT4zxmWzq67XuzcAnHbFuDXzCMWW4HfjMExb5zOy0wdhvBr4F+E4Sz/UtpG7I3dYErvUz6dykP2ttmzzfqwzBXsdq2ZQAdtV2tbbZTZ79QQuT5fDl8oRocT6Uvm1NSZyGlVMKmLZNwVmnb1wxIsCsAQuGwcW2+u6g9/q2Z0Pe1sHeGyx9BPg9H9xZ+ZoSGIcclCQBjxooKXWUzsFH/3p9e+PZy2G70rDLGob3pAZ8/z0W7/CG3EHXUwR4XfaB3kWh3XZ3C43jaiY1SB7E7bLHTTssn1/DgN6yuvRUyJNppuYoklHte0iitXwUrZsHj9WjrEdI37CdrUd/j7XTAv2rgT8HHhZjfEII4WvvhDK9W82Hqq/rl78pAUGZXo5puylH9GM6yLs5PeBev3uPy7xu7SqazJE7r7uzMwQDV1hEo3J69c4yndu1/9MjPl5uvePevfdrm+YAY6+bnw1jCgLumj44bFOSsNpLFhBPKRRaM4V5vpabBTBdmTjFPyuG4KdAqPePm5U1nL6cQn84+Pv99PsL1jsSHZKBU+qius5aisxW+vr5qlBzN+2kulFaaPWM6rQakMZsrLvhORo7b82lu3x1PqdPTtZZ/EkmWtOpmxrI9Wz1A6baTaruuk0FOLcbttMC/UcA3we8NIRwgTTa7G5t8sKheC/1SEV/OTSt2lY71KILHOoBVfqWt+dyPH8hYZMuWJP08O1eetluqoAeinrDveWB10cZldl19Kitc7sXv5Wv1RUpnm5X9SWw6+unS7z9xGIKor68HH295GtYt0XJ5MDZUKSM2y1szUu+Hx+Eo3S+VxapB7RPGo0iKscBf2nX3J+jLcu03Ln/xrb1hmODz9a+BqTbue5mDLNueplW9pkDh4tChezslDpUY1fnrFEm1NVyGPxXGadsPscePxGAN01qMBhpdFvS86MUH+qNeYPjGVmPot+uz+JpdPTndoydFuj/NfB3gB8BHgP80pmX6D1gom46yoNac46a41Uvhvhtzw3jagwY0iMwDJbV+VM80KhjSDWyBg7zizaR10gC1MNVAZfJtIDBoalwDuZwdV5ke3p3XF++DYPh710HbUPfMLh81L3cXjpowcWxYf0+4XUv02Q425Su2xOQdRSPts7h3nUplnEx9yhml1O+Ik2R6PJX9ZR0XF2DN85a5vfUGzlds+6XylyDvp6Vra5QN3XiNJVJ91gN/5bFZg7bFJtoumED7vlwVqvNXofua0+x2X3w44hnR9ss07k8r/6aofBFToYH/P0zhsvXDfpnqLq5p9upgD7G+AbgDfnfXwkhfNbZF+ndb86bTtsCVHqgXfrXUyUU2Z8CmVDAyYFCnvyW/S/Ty1nL+hRE9C7+esVA2yTwc6qk9yhnsJ5nsJgN095OVkO+fosE8tt5O2XKXLdl+0l+3wLj3qwycx6syuTWtVxQk5IvFrBYJUBWZF+gRy6PgG+W61wc9oUduHm3BHmVmmGxyOmcb0sjksWV1wOfOjs2bL4AHqCuNfs1oAqkVf5pO4wrNF1pVKT6oTqG9+j652VhksrZEChFzakn18dvrExOKTnQaz89I6IlFfztFTarYcPbkqiddTtUo8FQOTXouU3LOW+IfTmnbs7ETgX0IYRPJmnqbyG98xeBn70TyvVuMw80NiTOmNWQBnHJIpQXZtqWgUYCKb24PizeB9ZMGXp3DeUlVRffOeUJQ+4ZA/vtWZm7VSNKa229g7eolenK6CoStyx9fO0xC7wPljDdT56/Bz2x38rLr7wtTt2IZtnfhzsyyO9RpjQU0DeUmLLiyw70ly7Bfe6Trjs0qReh42rC8ultwKL0GLy35JOzdHaPgp1TIC8JrZ4PbD+B+5Ki/Jnm++PAXN9/rRpTM23ZNrNlSXxWA/uYh+yTu+iYfRDYnlvdZ3+mReFsTcuYjeWSflL6Qa+lHcaYxmySt3Owvy47Y9XNPdlOS908DvhU0sTazwKeduYleg+YHqVDWzA1SVnNewvMBAjOw64pwOGg4TlIfMo+z5HjnL2AT2C/ojQgkxXMshe7XJYBS1DK6cCgQS71yN+evmgKFVBPdNJ1yVu/moOts2XS+bukUYDSZCoFUnl8Eou2TVz6lTbRKncwnLvWgV69mbmW5fLt7MDNFxPQX7xYel2rFbxrr/yvxumOtjzgrjVXmVXfc8p2uj9zCj3T2rbYPVL8Qveob5i6Ya9N8Q81NJ7uAvteQT/x+9L19dNE4YypWbpu2DOQRx/9t/HmkuIq1tF1pQfnjYjiOatuM/h8lOi7jmv04zHOPfr3uJ0W6F8fY3xnCGEaYzzM0/vd7W3MM3GgVxCq9uoF4vL++lw1lG648/ja3kFAA4Ea+0ABGH+BA0nWuU0BeX3mcwZJ0I6ar0HAIGtgkClRI11d/+4KEJ1XAVD3dA9zweOiyPHqicnvyNewzybQOz2ihkT3RmW7OXv1W5dugtkWky6yvTpgZyfBz5VFGYR0++2FfjlgWFZ58qJ41Dj71IPOw2s7B3sFfAVqArapHVv/q5HWsyJrq9+Sia4YxjtcxaQ4R6/IYjP1dU/bMHxm3av3FNNa79lJuw5aqXLs+p1uggLwPhEK5GfwiB7Iie0c6M/ETgv0Hx9CeBVpxNe/Bz74TijTu91c/y5vqAHIKgiNWpyYt6PutNLvQgEmz2Xv3Hwv2XPevy3r6in8BCYDhQuZLupgdwTsxaEOXtZ2+HEqYkoBgFmmgi5eHGq5+6DnIlEkVxYw30ugr8my1eM4VMEtiCv9+gFlUvIFBehXVh5d+zblmGpoVb6ti/PM31zIddgy2dvjAdzG1UWicxYLuPn2xHJdLVW9ocIJlPiK0ysCa9mKzekXJTvVMfUczRnmwq97cepZeAxGdSXAPmCYHVQADCU9hnouHhR2j95z9cj6tMfVKFwf/xCrZ2fVDXuZzt+r3lRfPltauFGQj+eqm7Oy0wL955Lu8ctJs7V815mXCMjSzd8CXhpj/OoQwhNIM7yo1/gfYow/PrLfPyONcLtCwopviDEel250YP6y9LYsD71TOFDoG3loUt14mlrnXaWI8UErTFOgq09xTAEhGMo/xTn3n6w22dlJvw+y97duhgnRDiugr19UdelF3ezupmOKwoF0vP39tG5/P4HE5ctp/R37WXVDAXU1Ug5eK4a69wVlknKBpwDDZ8SCLF3M5evJ+p0LMN2C9hDmF5i0LbfsXWaxgL092N1J6X3Vq6obuBlDjlw9Kg++qp6W9q3y6nttx3GKY6wBkdXpFmSa+OSQlO1yurB1XbkXCnqrkdVHQKxehHv1evam0zL5fGiyssdA2TOhrlYpz5Oewzo+g12/6ErVpeyGOPqzm3jkHm0nBvoQwu8Cv2Of/wL8I+Bf3gnl+nbS4Cy3z8tDj48q30cC/yjG+Kj8/88Af58TBovrLulgjk4bFejSNA/KwpC6EVD4S37U897Ytk21vY+ylZeml3q5KjSFskrKK5PXpykMe5DvhnSEj0YVPbJtYK+slKtV+t9zqcvDbFs42C8gJSAXFXFYl7v61F6ng9bazgO5JzTbhtkW7NwE0wl029BMYH+fixcvs7ubyj+fw/ai0GVe/7rXOrSnMpBH6ry89jm05Q72tcmTb6qPr19a/ddjKVRvmo9YPSvd28MM9tpOdeh0nzc6bvVo5XoQlD9TNUjrGdxQCrGZrK9OHndddrZzxt5j7TQe/ceTBkx9BCmpzwtJeZTPFOhDCF9ISib0EcCurfryEMLbSDPO/UDOGeH2UOBP7f8/Bj6ZU6iC6q49lECURhDWIz4nTUqx23TDbqt4UiiA3XtWWt8UzbXy30sDrVGVNR+qcgpERdssFgmU9WJ55kv/CEQV8PRrkUd/cwbKixdhsjuHZsKF9pDdxaqXOPrLe7BKihyVTZ66vN+Vlbf+7bRNfX3insVJr9v83veJfkLuZk2gizDfZrIzY3d3xc5O7pXcXpK1Odj6d4PlzpkOG8vQlsZXAKxeSw2uPgWlGnhRNhrjMO3oU157PMKfPfWC+p7dslCIoloOVilG4vMk+IQ2esZcMVOP+vb0Cp44b0OOa/embiBVXgeSvmE7C6A/5+jPxE4M9BlYfzV/yGk+v+ksCxNCeATw8Bjj00MIH2Grfg14cYzxHSGETwP+EwnE3V4BfEcIYU56/j+aIfD7eZ5CUg6xy9BrFieuivEp5bpVGgTjozMF/CG/wG2X9fhHXGOX/7gWOWSg1/o5mx6eYghQ6CXxuAL62Yx+er91W+nWF4kK8AFKDkzqnSgYe/EiTO5zryxvSUA6WV7l5v0r7OxcSWXLnuBiAZen6aCiZ/YYgr2Dd1f9r+t0T1nbrCk9k372pfYwnzwmkJ9OUxnnF2B+gZ2dAvQ7TUr2Jt5c5/HJOnpQnqags3oxs1UawDRZFlpuVV2HOnv19XjStTnDgWiz7DVP8j1vGObqkdcsj/+Q5MFvW2BU23v9CoBr4NW9qq2WDq+7AvL15OT1FEgD6o9hzyhgUt7pDQD9ubzyzOw01M2H5AFTAMQY/08FxmdhnwUsQwhfD/wNYBZC+KoY4/fYNv8DeFEIYZIzxak8b84A/s2k2WB+j835GbXtc4DnANwvhEGP03X1bn1XPK+owb5R97dNv/Xi6eDSOcuabujVawhmrd/Wi6t3Rd6Vg6CCdovM58obPVgWkF8uEyhIfdIyfEEVjBN9M9nxyOxWAtVVAtLJdMql5bu4moOxOzs5qVlbyiYOvqZnnE7wV7imN3Tdh6RgoPdKWB3C8iAliJl5mBOYTjakoqJvBPRQKBqnbLZnCeQvzEsPpwepZebNKbJKldOBH4rkcpsSqHeZruI9YQnRHjT1CnRM9R7UIDtt1Df0DHsXR2nbr2W6/4fm6WvsRdOkRum4+e68LicMB3ZNrhfo4Rzoz8hOQ938cAjhIaSkZr9DeoZ/L4SwE2NcHL/rySzG2NNA2TPfjTF+TwjhO4BvjjG2JKXPmwXyIYQHxRjflHe7Pcb4jXn5jwM/dK1z6uF0tNejJTBUt1ggu91u8o8uvWzb4qE7AOhYU5Lnv2UvgMB+ux2m29Um4oIVWOxf+K4McplMC6shD9hB3rlyXWf9GvVSvtk2zPNn56ZciIMU/Ow6dvfv4OJ+1weDZ7OUo17H7aklCtDLatrEl7k0UY2jKCoFWR+w9y7Yu1gqXzNjrA76mzAIMC/KnLQyDXTbJquimhKklCcrwYcUUqtlmkNTdIm/PPKy5Z3XihcHPaWoAFjvl+2ksffjSfffUgL7a1tWc/GebsMln0CfX8gD87V2Xv9LMNDnx1kNA8o1LemTp08x2udGqJvzYOyRFkL4yBhjHcc80k5D3XxiPsEHAo8kzc7ySOA1IYQuxviwU5b1SAsh/APgb5I8+scBbwP+XQjhTcCHA1+Qt7sv8LIQwkNyrunvCyH8OuldfFGM8Q9Ocj49rP486sWR6mNKeZFbkofTqOttYK+XpLGD1B5sR1Z8ZNRX72AKdPmlCt0wkLtkE/wdBHXuw4zi4nGvLmB/kbzrKwwDaTVH77xtokLmCeQlY5xvpwYAYHGFi/u390A/n29OWjJG0Uztu/bi9Vt8usBuQQL4229PHYx33Ar3nb09Afvyaipj18HiKiyXPTb04wIauKkrA5siBejnZA4/S2h9dHDXDZOzrVaw7EqDObWyd1beOh7Rg7D1EmYzk8HmBlINRC9TzaZBdVXfpacZfVuPOah8PnDJ5bYa69CnUej6drIfW9GLDhiOC5H1yfDsnE7b3Bh1w5nKK7Pz+GzSJCNT4Okxxpcese3TSDNLAfxUjPG7bd0DgedRxE1PNGfzWvt+Jim9+xWS3/AtMcZfqM79N09wOd8DfNQJtgNOAPR5hql7xxj/EiDPlPIW4Odt/V856QlPYjHGnwF+5gTbvQObMCDGeJIKGpg8kY6h0gaGXtIBQxXFtB16K66KmDTJ09YxnMKhOk7vGTWFw22aJGnbaoceWi0FlFe36hINAMOg2nKZVBuiUNzLdI/ZrX8pm6bw37Pt4QWuDmD3Zi7sXmZnpytA3zCYDL1u4Pq6o8gbHSy1zYzhMVYktc/eHvzl7XDpNpjNVtyrvS3Lga6mcu3f0QO9iirg3lkUoPeAd//JuvLJtPDTfTXkSz9Yws5+6aXM2aSl2pH/13Yc9bygBEG38r2eMRQBqHH0dAu1JNOfLa/fUeelAnk1YO7R10xJP5qW0rh5g+MKMTUGveNyo0B/tpODAzwDCDHGx4QQPgR4eQjh4THGt/tGIYTHAk8mObOQnNnX2SxTLwSeE2N8XgjhicBPAx97rX1DCO+Tt/3MGOMvhRA+Cfj5PIfs7VaE/w78BcezZfc/zYVfE+jzXIvfFEL4mRjjy3xdCOEBpMr756c56V3N/OX3mYr0iCm45XlPWgpfP71GLdbHcwpH6rG+a095Obb0dlOkm/roCZD3KCSQN7tapQZA9IkHEceszjGefqzLgh6ptoq8cX6B+fxKz4XP54kmcQBdUXIBNVTgSgF9N6dvOgrfv7cHN12G224jp9ntuLS8zNbuIpVtuWR/P+dpaUu9TqcJlHfsmAKmGYm26T1X++0ApSD1ziJ59QJ6XZtugfe2jlK86BzrDPrbs0TleO9Gx/AskhNs9ie/d/m7bkTrJHr9AKjVsMHx66wznPa3vaHMEWDn9nNOrb6vlZvnxHZG8srskD4J+GxICRpDCK8msQPPrDZ/KvCTmuIvhPAC0jieF4cQxGa8IG/7AuCHQgiPzvPGHrkvKa37HPjNvO9vkh7LD7VlAL8QY/wH17ieazrCbielbp5OokX+I/CXpGf6PiS+/kvqFvHuZBrk4UPUYfjSQgFqvWgtmbpphw+y1AtdV7rg2s8HUvVgby+U5x/x7JlNHvTjUjr1QHRsSFSQsky6fv0KJQjbpxTwa7PYgrj97T76ebUEPJsmgT9kT3+rB8CbdpMk86YF3ET6CAAdXAWOM/t9FGipF7MiqXgmC5jemuqpbYuXv7u76ntD4vI1mKhp8kCrGeyshmWRd1qn7tV3T2PlOtrZybNA7aX63KU8J2pM654alPkzxrzlrSkcNGU/98Kdh69B3lVDqi8H+UFDah677rGu89B0+r6NOyA9DbMqYgG/t3pvxM37sywq87rsbFU3DybNbf2Htux1JHVebR9D8tp9uy+zdW+KMa5SEeMqhPDGfJxXXWPf3wf+hDSV4E8Cn0F6tL1MHAXyIYT7yPO/VkNQ24mAPsZ4FXhyCOEm4CGke/2nMca3neZkd0Xz0XzugTUMuU+tF0D3nnHmFgQIyu3SUdQS+l0D38DLN2DRS6cMkE2TJH7TtgCKyqZjqGwevOsH3VAaCF2zvp2/FQgsl3CzEHNxNXnx7Trx9tq4mcBsxnYGemnv77UH91omdYpSSUwpgWQHeAVIx1I0O9V1QPLoA8Be77xz+XIaILu7OxzEpSD0uqWfDES5+afdMEYhcAoGdHUnxlMia7q/1aLw6U6ZKP6y4SSYAyDzWbc08K7WrLuaRsf0nDzT6iOAH6TeUA+iK7y87vcYvaKR1Cprn/SuTZRk3QCpwZxVdE2do+e67ORAf0sI4ZX2/3Oyuk4mqsOVeJeBR4wc6/4j293viHXXWt+vizEuMkf/cyGEbyb5Co+NMb7zqIsKIewC/xZ4PPAXIYSPJdHmXxhj/KOj9qvtVLchxniFpLh5rzEHepffyfx/l7hJuRK0UQaVPk+I7ev6Zj9u/+nKyyjQmTSla93Ho5Z54JAdox5ZqXI60HsOFHlg9RD8GuivLuDC4mrivSErcJRb5nDg2c9mbZ864abdPBEIpdfhQL9NGcC0wyYf72kU1DBFCnc9ASaXLQaxLKNg3Ss9WBXP1BO2hVW5R1Dq2GdJUtqIfHlAOvZ8PgT75WrYeOuaPVup16/O208DaA0KdpwxYlbPihoV/fb9RKvI697WsmZ4jSqPZ7SsvXrvgXjSu+lqGFB3dU+w53dwTTfi0Z9cdXNbjHHMO984avX/UTz4calTxtaFa6wnhHAL8BLgCTHGl4YQPgX4kRDCX4sx3nHEuZ5NYk7+OvB9Mca/zHGB7wc+7ZgyDuxG29v3CptM6TXs7qF5YA3Ky+UceW+O7Axlb2N3vQ6COhXZKx46iLMKJNp0vAM7jscAXHqnsnvPRNSApwXwIN1iUVL+Tqd3JCprdViAXpzSctkjhZKNKQXNlX366e3mlNmeBEJSutTUjcqsKfjqnsuKREM1QLufNPzKRa+8PE61HLYFsARCUDhonzDDFSh9euUqIKsBZX2jeHtaPyUlZ5tRZLg+4Tqk8zltsm6K19zHEygNsUC7TnI3ZlPbxxvSKUUBU9dJLa906ae2VQ/Ee5uzXHd1I6NRxYpzwA1QNm5np7q5NX9fOuJ3ve0l+/8SaWzO2Lr6OMft+znAZSl9MthHkkLnh48o9/vFGL8AIIRwmPd7fQhhdsT2o3aPB/oQbFam/MIJ7A8oFE49Hye2TJRPzctey5wqcvMglpQZA2ncatiAON3R2nEd+KGAiH/0Lq4zv33H/rAncWl1B7v7dxSZpeSV7WGPVNNpAfm2TeoUboMLy+G0fgIjpxe2KdcpMD8gUT9StKjB6vIyefiLFq5chp29opTxXOuyrkvgE/1pzz2jWIGf6nndlmyZkkROmpT+wamO2T5cWKVGy+WrLkfsoJ8+sVZpaS5fnzFPAVTPYe+YWU9co229bufQTyjjz5Kuu9+/KfRWHZdwm0xzMHaaRujWfrYC2n7cG7az5ej/CLidFPgUKD8C+IWRbV+Rt8O2e4Wte1AIYZb5+RmJzn7FCfaVL+B2SJrA6SibOzcPEEK4RAqDndiuG+hzTvoT96vuqhZCeXHbBpo2qVX0nMpzHhtkVOf8qLvWniANirqnNnlOxw1Tl5JB3WdlC/Rj1l58PfDKvXl9+rQKGYiuLtJLH7PHu24zjbNzhd3dK9l1zsHZXGDRIru7iTK5T+ZZ5vup4Vi0Baz6wF2zmQrZpX8CLqmGPAW0Assa/LXsYLZMn+3pMN967VV6I+rArvKJn1YO/h7QZ3Yf7JizWQL77f2i2nKaTKDd5WM3q+Il+zXrufLBR1IFwXijXSdNm9o+qt9pBfTOveu7aeBwWurLJxF3yXCcmuy0HT6vHm/QsZWP/obsjIA+qwd/BPhi4NdzCpdHAY8PITwc+AHgU/JAzGcDzwohSP/++cBX5+O8JoTwWtIkTD+av38/K244bl/gV4DvCiF8eIzxd3Nmgb9KTitzhP074A9DCD9PamC+H/h0Tpl+5lRAn1U3vxhjfB7whSGECzHGHzrNMe6KpodTD3do84Oc10tDD0NO3EcHwjBHDpTBObUcjWpZnf/7qDzeg2HlbVFiuDldVIO8c8f+gWEQE4rMbrlMXuxNOwL8JduzZQKFaUPMAwbk/bZtGbQlIL+wGFIjHqhzoB+oQhZpUNohRV/unr3uwUH+/4Ccw75N9MJstQl0uk5RGMpL5A32tIXD/ZRdoZ6XWsdTPECBWn0meynRmCgn5Z1H98liBr3qpU3n0fnVENagXnv1ajR9HgMFRRVg9rqu5bOH7ZAu9AFOrrjpz9cMwVwjh7XtUWkObph5Odvslc8Anh1CeDmpmh4XY3xbHgD1MHLVxxhfEkL4MFJyRYDnmoYeUlLH54YQnkS6Vf+wL+4x+8YYfyfz688PISxIwdinxBhfwREWY/yxEMIfkTIF/wHpdXh8jPE3j9pnzE7r0f9OBnnyYIFvPuX+dzmTRw/DABVAp8AVwxGl/u2BUZm8OHlZ8rzkfTsHK9PLVwO8Bw6heFeutBBQeS6U2gTq29Wn53+Np15lkBT3LW/d0/+mFMYdk4Z+gumdnVKH+l+pjUVR6FpcmeHXLA93ew67K8vCyVBeKopKqZElxTwgK0A6mC+LEsS92sO2APLKjkuujxlpENPNq82698nYFZy9abeMDvYkcyonVs7DDiYrBqbrEGWo2IYaaD0zdQ+ypuK0rG5MNVLbQX7dDpUz7So1cmp8/R71z1CTYgsK06jsbs7td7lnfL35d846BULWtj9hZPnLsYGXedkz2dTXa92bgU865jzH7fuTJGnliSyE8GExxt+gNBxa/kUxxh876XFOC/R1AGB+yv3vehZK9342LaDVNPRupEYErhjy8jIHidrr0kcvqip8EGTLnqxSIW80ON0Rg1g6lAttIL+rj197e0dprKWh1zlEF12QhPLiMIWxZqLSdvOm7KvA5WyWQPtgmY7tXqDURfWgmtq79/zoy2WZrEQAvbJ70tiyFph3RSmic/hAMv94IHVb93WvXJMAsKY2VqtUR/N5SSI3ndo8AYwrr8asoejU5SgoQF3HXY7Kd++et+p4A5ApDZGe78OuZMhUXYnK6ctnjUiNwf1za/dvqiDF9dh59kqAF4YQPlYDsABCCI8G/hVwpwH9YQjhvwFvJAUgfuuU+9/lLDCeyqDr0gO+zmqcq7ZPHUTVS9ZSKlTe2MT2qZ/5Hugpcr6uKyMmvTvsANl3o7sCBvLMHOClDvLl6kmoVyFQ6IOQ3ZCyaBq4Y2qzWC2Ldw6J1tF8sqEpgWMYll9KIh956SDvXrfz6krC5Una9vfzoCgS6OtaRe34fego4D3pSsDaAV7TG7q+fjvvOyUla9ualR4LDGmnw3acipK1q82eCHYuPT/Oz7ss1Xssda/tCMakf577UbjmOKhe6oZHz3DTFhB32mfsHPU6l2YeFXc6lZ0D/Rz4sRDCD5G8+m8FvpQSNjyRnQroY4zflrWfH0HKD/9Lp9n/rmoeoIMCeD34dIVrdf7bg6BThi+NOPFps6mv13HcNKnGYTtUQKh8MgfR2CSKoj8GQ+nl1L577haT/k2Ho3HXXZmarqcduqQ9n2dv+soiyRrHAnpbs6HnCxZszMdvrBFZ52XyGJUOwHOh18dRBsv9/fS5fBn2ugLWAlR5v6JynN6ogX5B6SWovmaYV93C1n6KU6iR03UqvYICwDXQOyXWssnfDzI+UuSmGqGtBGzqUSou42+5aDvlbKrpPihefZ9Pabh6+Cyrh9kM40a16RxqtP2atb++r8s0pPiebZ8MvJWUauHHSTz9RzJU9lzTTuvRQ8okuQZeH0IIp5mT9a5uzuPKs55OE9C5FFFeI5QXrPbmfbaiOgYwkPJRXlT9ozQGPe0z3aQ4ehBs6bNo+ivhHm4NKBMrmx8zVpSG6AJIYHN1CbvZq3cNOrCRI2Y6HQYqV6sCBq15jDqv1Cw+Qbmkjb0qqi0jYt+1l77fcSvcemuaIOQyw3hFnTJA4Omjha9QJKCulpGOv28clym9g+fRURwChtcKmQfvkgppkUdSCehVr+phqVz9vaE4CJCcgKndE9iU0MrROCQFmXvaJJvotF4XT2kYPObkXv1ApMDwftfmQVeBu5yW68fq88nBSRTNrcCnknj/R5FSOZxtUjO3EMLXkEZjvQV4PvBPga87zTHuijbmPTtoOci7CRTqlk7gUsv8Yjf0dnoNNeMcrs47azMoNMVjdLojtClwrEZD5oOUXKExwQZlWS9G1yROWIAvr7LniveH3uvUrrPWYLs3tzaQd89YYwUgxwQy0F+6BBd2mzJQC2BxhVv2Wi5fTsnNek/yNlgvh9kfl+XUg/wzGnk75tE70EMZ2LVDUh2Jd6+Tpjn1pFjCwRKuqmdiXr16HcHOp/vmjbA3cM2ybCRA17MS7Xhat2VUnKpOEsmuK8qtsZHVa0rQduw+OiXjOOy/nau/bjv36CGlPvgF4MNjjH8WQtgmJZF8KnciR78bY/zEEMLXxRh/JYTwmFPuf7czeT/XMudMfSq1rVmiI/rtuqGeWhOPex5ybzimedl2Pklo0/G896GXUOkRPB4w9po0MGjIwMDKOIHeQ2TIf0+AC5c3gR7S9YqbX62Gk5Qf2EhW13NvZ45fFMD2LAV+L9xyU05mc1OKADcNLA+4cPkyFy5f5uaLdwxSFBy+Fe5oUzxF3LYC5d5Ye5qFJUV9I6CHQtvskBqBO8h5/TN15WCv+tP9lTLHG8N8+/p0FB7HlPa9H+cwLYO/Jk05T7codJT3Lv0+r0gN02GbUx935sU3hbrZnuVeWVeu1Z+VjgTUh9ageW9X1wpDBeSazZjP9Vvc1Lje8+w3Yox/V//EGA+AbwwhfNBpDnJaoJdTJCzaPeX+d0lznvk4B8JVDrU1tl60zWw2DFTKo5/mZ1febcxevUDHZW9TyhyyHQyyXSpwGfOLHDNFAJtJ1DbK2wyP0WTPTwoV937b6gPJY5zePjxW2w5Hph6sUjqEffvs7aVBVIdt8Wbnq7TP7i79vKW7Fxu4333hfveDW+6bAF8cUJ6FZPd+f8GHzP+4B7DVCu5425CvP2CzHjq7lhrsO9tG3v4d+R7cQbqG3czXX13mjJjWC1Sjtz0rqiNRHzq/1+OUIq2E0muTrFX1Crk3uCzpK3Sszv5fYjx/O3y2a8egy61h023q9DsSBSRasBYGwCZ958d1Bc5127lHT4zx445Y9funOc5pgX4dQngJsJOzqP32Kfe/W9jYs6XnPIx8+8jXXt1iKoyBV9cV2uJwlXnYzkZ5MgSCGcVja6Cf0ETBQJfBdV3y+pR8bcrQcxwLprhMcDrNuvOOQR5zz5+jqtkiac25fQj02/PS41AqYQf5vT3Y74Y0yeEq5bEXoE2mwO7NcJ/7wP3uD+//fuk7XEiluJqAnkuXmHQdH7h6M4dtOvattyZJ5R7DxrM21Wlrv+uPePGrlBm67shArziCZvdySs3pnL6nVN0D96KdtvHnRkDvKRpmK/pJxbWv5wOaUIK283b4LLtH78sOVomTd0WQjw/p2iG1c5S5bl60zY3h9D1TXhlC+AJSTvsuhPDcIzZ7LPAdJz3maVU332Kqm9e+t6hu6q7oUfIwebkum+wz91F4YH/ZlUyr5sLF0/eZBSkAL7CHISU0s/8li3SFSz8f6GoI1FACbX3OHmswPMXybJYGGrWUGZScUhKIXCV5uM0KppeLrvrCzhDopZK5Q2DfpQRgBxTlSUee0GNpPfXZVsqvc+lS8ujDXyGl94hw4Q54v0vppHt7XLh8mfvvX+Ydt+aUxXvlwZbX7l6vm9ev6K7WttX/PZ+fGy8NBNu2NAkOog76TUM/cK5OhlfD2Ggj0aTGUP/7gCvRQR0llqKkcC3mWdvz2FTPO3kfDRD0hh2GjozqalBmK3tt3oO4LrsHAj0pU+V/IfkXn0iKh9Z2MLLsSDsx0OcZWv4W8IGkVMW/fJoT3VXNp6V0Kdhhu/mMiZbx4elTW67uuQ9Y8aCaaBagH2TUNOVFcjpB77IASqMloTQQzo0LWPWZWtn9MuS1+bXVaQKaBqhGdkrxIZphSQL6SOaOb03Sy5qqct37XpdmrVHyL6WMiMBOWwKdsQOmWymJ2sWLMLkFeF/SXDekwvFOuP8W7F+By5e5794et7ytS5T+XhlZ6p677qF/pvbtsQgoFIjuiWicC3tFHTSZpsZJI2NhOM6gD5pTguJO4zgGNpT74POuQhmNOwhuM2zI1pR0Edt5uccRfPBTsHvtxzxsS8NRQ6y8+obi7KiO+x5vMxyXAjeA1fGeqbqJMX6p/fvNMcafqLfJaRFObCcC+hDCvYD/QXp2/gT4IOBfhxA+KcZ4+TQnvBELIfwt0lRgtwIxxvit1fo58G9I+Zs/GPjXMcY3HHvQjNjrysvx/DMw5Of7wUYUj76xbeoBWO41k2kSzxgIQ0Cq+WIF67xr7XywlB6zWVG0NKtNaoB83DVlmLpAZXtWGjqVa71fzqfGSKNRJQKRXHC1TNkqLzSFl+66PJK1y1MBkiSQtWZ9TQr2aGaots0XONvOE5NfAu6bP1NSf+JeqWY+8DLc9g64fJlb/uxPkyyzyTEEhnUrQJrap6nWt9W2wit59fvkY18u1MraGlhRLQ6wTZO494lRYnpe8iNRGgABfTME+sFk3Xk/9c7UQIlqkld/SJF51seQnLUOsuq59yRy/vx44+gTn8iRqUH+hu2e6dH3FmP8iRDCvUmJzB5Amkv2xWPgf5yd1KP/euAbY4wv0YJM4XwD7yZ5ZQhhh5QZ7sNijAchhJ8JIXxyjNF7Fl8FvCXG+F0hhA8H/gNwVDCjN3nZa/vfB/n0dAkF3DV7kjw1BTAHKWSrB96DYf6Sec4beVOucnE5XbRj+Usrjr0GA2w/lf3Qrtl7HT01kJ+Ktk2SxbpsY9z2mjxjVJeySIoGUdyhV64w1KzLa75CJV1sM/M81fCum4CbSb7qhfx9FbZugfu8D1y6xM0X/5Td3exd72/SV+7Fz+zc2sZBs6v2geLVz0ipAuaXS93ro8bWVUU9CHbDRgaG5XNzR8GT3NXPVN1jkUqqf1664b32mEx/jK70IA7t4tfVsbFyB7ISzKweS3HDgB/PVTcZZ/8zybn9S+AW4AdDCP/PaajzkwJ9cJAHlDT/4096ojOwvwb8SZYXQRoO/OkMKaRPJ81vS04D+sgQwsUY495xB+4f+oqj97kz5blvVfu6h+/PdT0wqu6B1i/uUe+EXuSxQGodB/AJmX1fvbANRX7ZdkMgclnkvLXexu0wWZZcPVC8eAGKeiBKHTCjNIbeQ9nPH49BuCe6WJZcMUmTeZA+2963UU23pH7ALly8GS5eZPdiw027XQ/0c4aA3lFAfoecs53SO4Miu/SGDNtflNWEFAsQZeZAD+Xey7amSW1VA73OXd//Om50EtNz0tNzbMaa3PPW8afTVL7DptSBOxd6hjTASuX2ooUjQP6Gwf4e7tED3wV8qmerDCH8DeAHgUee9CAnBfrFEcuvnPREZ2D3I71jsj3KPI3X2mYA9CGEpwBPAbh3fsPHArE+x6c8QZlnotS6Ou2vDw6aUQ5QB+zGaKAxc7B3tY3SIYwlCKu1+Q0FeAVQ02lJPaB9fVTqfA+2Lg+VFx40vkoC8JoW0QCe2rMXkEIZ3i9li/j8JNW5kv65+SpFFS/YVpOSM67t3gS7N3Pz7rvY3YWbby0DnWo545w008NOOcLGYCqXXqr+tE42AQ4vF7pptUpF8eC2D6xSo1Mrqeospv7s9XMQG94dh50CZVdJbYgKdIAp/WQiThmpHvTs+GQq7uj0vZJmGIs6M+omQuzeawbeX69drlMSxxhfFkK4/TQHOSnQf2qepLa2x5CG6L477FZS3112kc1pwE6yDXnS4OcAfMAkxKPUNnUqbJ9ftmXolfkLq5dUXK0HecfonKZJvK9z/9d6V2qJ3Og20E9Q7h60A4D2ryV9mg3JqaHVXgEAgXzt/dYeK3Zel4961Wr5FUrw9mC/ZVtgf3/1Ba5SyDKJCnOe6dk2zLZ6/fl8VmZ+0rnVEO1QiCB59nXgVTTNgiLR7Cj576E09uslae4i0j3fnhWwVx0rIOtphRs2x2b4s+f5YmoLI/u6Oa02KhfOO0UD50EAldJo6H455HoPr85T30/FeAbO+LlDz8tCCI+taPO/A7zU/v/pGOPnHneQkwL9inHvvZ734s603wQ+KISwnembvw78UAjhPkCb6ZkXkyieX88c/WuvRdvIapDfoFpI8OJdeV/n4KyXdGoefb9tU86hbnTN3/pMRfWL7C+uB882rse3ZxPoD9nkkX0kb60LV56Zg1UBQdEZdfDYA52NbVfz+j24WZmuLkuysvvffnsKtD7wdpjcTuLmD/J3S+q8HQ4qVI3Vzg7ctEpA3lFGnortv0QB+p1mODhptYKrXWkA9ig9Ic8g6S/EZAnTvfzs2EApTyMwmaZBTFJu1bdN97atHISa84dhags1YN6QyKSwqimcsWe8FyJQAN6TxHlWzcH0lAbyngLDY17XYzHSz0F/FpbFGs8mTTIyBZ6u+VtHtn0aaXYogJ+KMX63rXsg8DyKluCJMcY3nXDfGUn//hjKDJT/T4xxwyHN9njg60MIdwDvBO5Nemz/PITwZNItuWbem5MC/deOzYKS8yK/WyzGuAghfCnwfSGEd5AmQfnlEMJ3kfypfw18L/BvQgjfBDwU+MenOYeDvGeb1IskLboDVG3iv0NLUr40w+NK3uYv2VYGgBll8myfek8NiZdTqX7l7el/f5n9HamBvwYAKBSOZIIenJWCZnVrKts+w96N8+4OPB7w9LqsG0wd40qbk5XdBvd/218UHf1DLuZauTdFaHo5ffb3E5dPqm8B/e7lBOjTfHwFEHdJyy82w8lUNBZgtUoNzpV9uD0HltWnUMOmQJEAbwJM9ktP7qadYaBWtIgUVO4hqW46yvmXy7K/7q8rwEQVblOeSxgKA7yXMNa71HHdJD7wDK1yDiRAUFn78jfFaal7MutuPPPlSSwC7RkCPfAMUrzxMSGEDwFeHkJ4eIzx7b5RCOGxwJNJCcQAXhNCeJ3NMvVC4Dl58qUnAj8NfOwJ9/23wOtijE/L2/87jp//9TIjk6V4cfMxj7UTAf1RU13ZPInvFstR5l+qln2t/b4K/JPTHDNUI1g87zsMAaoGeE8q5dYx9OQcTGM3TIcgb0hcsTjRevKJiR27B/q2Avq26P9rYPffOkfLsMFpmiF900+RN03HXiwyCF0u/HYN1A7mAnTx8KrP+r33nsGCNMDqHbfCO97act/dP00jZC9ehPsekLT0N5Oe7z04vA327oDlAbQtE6OgbprCxTZtKdWRgP4+s5xGJwP9jgHzwSrl5dnbg+Y2aBblGh3gncbp6apFudcX5uX+q35Fz3kaYllLmhRlmgdHLZcluOsNuY4hkPfekcoh71tZBNTL9JiByqZGoO8hUrx59+ihxJJmVnYfM+JyzRueHOoMPfo8DuhJJHk2McY3hBBeDXwBm7NBPZU0MnWZ930B8CXAi0MIjySB+Avyti8gMQuPznh43L73Bz6DlAySXA7XzI/ZsVMN5nM85RrHuK40xe91VsvNoOLAj9hWQFYDf//dDoevOU9fUyZ6OSUmFNVQn3/NMMgrb1svqxqQ9ci+buqer1s2aAGX4akuru4kQFws4Kb9rMxhCPZeF60tb6pPbfL+pc+/I1M3b78Vdncvc+HSn6STrw7gPntw4eZUW/EgUTt7e7B/B6wO+7w/s1nyqhd7w8Z6Buw2KWmaZsoS2NdAP6BNViWjp4KySjXhmT6npDQF87bEObxeneZTemuvu5a0n8tcYagAU0PqI6Ud6N2rh9LzcxrR7+1azoE9Owro9s+JHR+GvcX+2poh0Ps5rtfOkKN/MCm97x/astcBHz2y7ceQvHbf7sts3ZtijCuAGOMqhPDGfJxXXWPfjwfeDHxLHhN0Bfi2GOOvH1Xoa4H8Sbc5B3qGD6gmaGgYgjEMZWkyzcjkYO8Sty0DX/Ix6xGO/aCltoBIXwaG3fA1eSq8VcmzslawdDX02qCAwhjfL2+vTh3s5dKMURcM6G/ehZsuJ796SeGynafXueRhHqVbhxKAVmrhO9qUgnh3N3mJD529mUnTJPS/dGmY4Oz2v0wb3/5O2L+jnyRDI1dvXqacPF0+z2Sayn+zgby+RTscrErKgb43dnta5tNGusMqkJZXLpD30dBet2FkX0lUA9Dke1v3AIGU+Kwb9jRn+dkQb6+R2oHizR+shiCs43pMQLSNWzzie8yOcmaux2KEU4hubgkhvNL+f04WXcjEY7/Lll0GHjFyrPuPbHe/I9Zda72veyAphvhfYox/PYTwN4GXhhAeFmP8k7GLOis7NdCHED6CNETx9cCf3+0nHgmbGuB19YCOzW3avzDatkvcvA8qarAEfGPenR1ra5ryzrcUpQgMuVDRLisKyEMCpHWXgGi1SuWIFNBwtVBTHc85YU8pLK9ex9e8sTdl7/fmy4lY9KRfAjqdR+A+Z1PTrvPLM9TUfStSiPXttxbOvOvgA5Z/zO7b3l5onPl2WrFYJOpmb4879orHqqn/DtuUHVPgtpU9fU1ssrOTGjHJSZsm7bMB9EB7a5pXFYr2v+WITJ8VH36UZ1r3gpa2IixLuf3ZCU0amKZegRryfj0F8HXuNl8TDEdkQ7nvh216vgT2Y0XWsqPWw3vMo78txjjmnddW41Wdfuio7a61LlxjPRS27QcBYoz/M9NHj+dOVi+eCujfGyce0Zyx0V6mscmU666pB1kh55i3h1Ld3X6QSQehkizWQaw6KAtFqSLvXh5/Q/L6oABSK47eyu3aZw1Zd77fvflDA3rP8+7ySwH+zjx5y1dJGpharw5DkNdY1pmdP1bb6xrl1d966zAYee/LV7h06Qq7l6Yp4RkkOme55GqWZQroNVvVhflwcmt5+p4v3qcvVC+mzdy4eknqMV29nT7ff5PvhY+BUL2KLtmYXcyu1wcjeaBfs5YdtOVavBfYP69dAXnn0aEKxjLssa2n4x79uj0ewLHjDf4/O3plYGecpViqlktH/K63vWT/XwLeccS6+jjH7ftO4PYYo8fi/wx4fz9YVtO8JMb4pyNluy47rUf/XjnxiB76jcFG+SETXXMU2Mtil2SS/sI5b+/aaM8iqGNPmmHX2/OUCxDECWthtyhcbsy9CoGnB/2cBhJVomvsVSaLnDogNxxSongX3OWLO8sU2FTCM9icpWmHtI0AXzEIXZMashoAFyTJIreVXta79uBeF+HixZadnXf190ogplw5GjXvuYDq+1dTcH4f9JnPU+/FgX61SuoaqY6knNU984YUhtx32w65b+e/aypIoN+0CdR1PfrWszfpEo2j9NXeS1K5VA4BvZ5Brz85CH4fRP24dLjuEXbVNfr7UP9/WovxDAK6xf6IpM77UAooP4I0e1Ntr2A4J+sj8jKte1AIYZb5+RnwkGr9Ufu+BrhPCGEaY9SV3ZeUJNLtwcCLQghT4L8DLwF+rWogTmWnBfr3uolHQijUieYu9YerpnH0u8/+x9Bra1elS+0g35Bexml++MW59nGB7LVN2zJ4yvPqqEiHdkx5ctO2ALd7ZLq5KouUJ96tX7dFyjdpive7s5OAQVJLgcN0WgDw0gLaZSlHzdNPKYOTBPTbVq56qL1GoHakKNUaOFzC6s/yhB+7hVPXpB7e4IpykUJFDZPL+0TByePWLFizVdUQ5Osco/G2L6ec9PvLVM56ou++IevK92FbqD3Vl1Mk+jhIq9gztYgUkK+nbHSgPbS4kB+b/Hzq2AOZZVdoGxjmddK4jkEDhl1LWxoLb0Bu2Bs/w3T0Obf7jwBfTBpn88Ek9czjQwgPB34A+JQY45qktX9WCEH6988Hvjof5zUhhNcCjwN+NH//vikQj9wX+F/AG0lKn+eHED6UFLx9clXWbwC+IYTwAFLe+ScDzwshvIYE+r8YY/zj01z/aYH+vW/ikVDAXd6rP6i15+fd57RgCILTtrxgsKll9y79WAZWefqiAur9FagVMLaUgGewfcTLN5QxADIBEnn/pSUuE2hqOL9P8Ky6Ef1x065J8/IxfULxCQnkdygcvbx61U09rZ83aFK1rDpY3A7z27M+frdM13dhXsDPR2R6L0Tl9wyl63YYi/D7rMZXsQkt0/eFeRL6zPdSHv3RBGb2DB1mWsTlim31m+qeBCrFVgchUzX9s1a9vZIGi246bOknDRnLQhm6YXyhHvla9yphc9S2PPp+gGDVK75RoD7LAVMkHf2zQwgvJ1Xl42KMb8sDoB5GHssWY3xJCOHDSPm0AJ5rOniAzwOeG0J4Eql6/qFWHLdvbmw+C3hOCOGpef3nxBjfOFbYGONfkAZmPS/LQx9DAv6fCiFcBF4aY/yKk1z4qYD+vXHikcC1KRkoIOcNgXt53q3uVkPOtbPffjyXv9Xm28t7kufouUc8VawA3bvcrsZwE4e7ZjhyV2VzBY9PbqLrlnzxcAWHe0XVo/S4ugblmxHIz0izWOk8Ajpdq3u7+iYfc0FJeubT7WkU6mS6GWj0wWqitlxuODa5ddPAvCnqHTUWfu3b+dwaW+BzyPqzI1mkOPQ6pcAYzaf60LZTbW8NmKjGWgYr1ZHm/hWN1THMeeROgT9num/qlU4ZNhDu1ashbkmNytRoybOweMYTTGVt+xNGlr8ceL9q2TPZ1Ndr3ZuBTzrmPMft+39Ik4mcymKMHalH8L+Afx5CuAX41JPuf9pg7GfGGF+E5Vm4u5uoG3nzNVe/rl7aeio2KB4j2EQguasukBawer5uzRXrue97KV71qYfM65j69kCn9O3y8jWOtGHYaECRNLriZrksICbv2bluSPWws2N1sVe6+M7Ta8IUlW/LwNi5a01f2FJ6BQKm1v5fkQB/a5VTBe8V0Ff6hjq5lktI3fMWaB/s5h7MsmjKdS8n02Hw9sIOXFyUmbP291N9KcWyAN+Bv+1KmogVQ2/ePe0x/ntA0RnQe75619trNLauu8k33Z+h+tmpE+k1+V7JaqdaNKGOtYJeMlTLh69XWik7z2k2bjHG2yiDtq5pp6VuvimE8HHAT8QYX3vKfe+yFprCWUrRIBPwtl2heMTx1hJJ/+3a5MF5Km+zYQhCCqauq0/t4ULx+uTZdwwzMcrLl6erc7Zt4WQdUJekVMH7S9ieluCmZk9ScBYKV9+XpUnzvi5Xw+yUAntNmO5ALGvbJC2drRJNI67fAV/fOqYoqTl5cvFVmvTEs276ObyH4kHC2az0EhR49Z6dvPft3DLt7g5Hzl5Z0Ct+BPqLRalrKN70gX08BfBR5mMpBPaTbrOxqnsxOvdhMzyWqD/9L0WYeoVerzIdQuV1E2+vbRrr0XgdXq+dsermHm2nBfp/RBrZ9YV52O2vxBj/85mX6t1oISRwb6sHSt198e0CZHn0Hkyt6R5ROWNepH/DEHjEddfKDHXxvfutrndH8b7qVMcNBfTqPOkHq8TfOm+s65ySZJ7ry8U7lfcusBcIuk2madKRq/KM8/KGIa3istJ+v65M2nGwStJCAb5UPQMPMl+nvOQZ+X7tl2t2dUrvbXdDkN3KiiN55FCm7VMsos+O2TSpwWoP2V0u+3ljF4tSLwJ5H4U61nDXnLjotjFc7Hyfbvhs9vvnHSUqcHWXbkTt0fu569+uzOpsWWf/65iKJTSkZ0qihjqGcGqL9PPPnNuN2fWobnRvP4YkI7pbA/2Y6QVybnUCqQu8GgJVY11VPdyzrgC4KyDqczjAr7I3q2CrgFefWH1DAXwo3r2Dx7QpgCXqxWV24m9zr3twrVOyF7pfQFKmSUoc7NVlV17y5XLIjdfXrN5T7fW5ekbn1VSEDvoOlvJURYlsr0j5YijXrDQFatQ0/+2UNF/tYq9c43xekrutu3yQ2VauyDxQqz3kwuIqF3buYH8/NVbKRHrYpusXpaIGWh/dR903n39VDbW/mNLta1T0NAd3j6IS4dretHPz/T5sOgu+zgPHUDh6KGCvBnd7xSCJ3/VY5Jy6CSE8LXP+N2SnvQ0/Qcrx/ovAE2KMr7vRAtwVzekNAe5AKmlgLy91Mh3y7wI5zyMi8F/nvrjL0gTyNY9be1B9GfN3Q+lCzyi8L5SehScqqyV/tAX4BIQK3ip/y9UVrG4v+2k0qXPhTVNy7/j/uj7FIxwpvHyat1Zl9IFc+/sp/82iTXLGO0gDtVRHB/n6RYtIwtmQGuLOrkWUkCuWJAG9mnX72/NSZ5cu5cJOpzlgcaGg6/IqLC6yu7fH9uyOMmlHmzJf9sobhp68954kd1VPytVT6pXpGMpoqgFttYBA98dNGTMnHG9eFplkuOo5+ST2/lyqwVSjq3Nte6twPXbGwdi7qX1DCOFhpHTHv3y9Bzkt0L8eePJJc7zfHU3B13W3KX+DzHlnr8q9qbEZdmqAd57Yvdx1BluBkKbpW1fnrs3Bvp5CTqbyqLextjL5bEJKKCYAbSjes8ow269om9nwesfkjYPvDPaq46k1khpx6z2PrhvGCPb302AlAWdn98ezLC4ZesU10Otb13mBkqxstkx5fJQmYbXKhZ9mj373puTVA6wuwPwqzLbY6jpuXl1Jg88WhT7ye+U6dRiOaagD6LVpv4O8frKyXmVTJJ1jCi7ZhPEJJBpb31COF0e8DNGIYoT8o3siUcAEoL1+nj7CWcsr7472fNJ0gp8fQvgqUpK0H48x/t5pDnIioA8hhJzT5huASyGES3nVl8QYn36aE97VTJl6XPWi4eCueHBes2Vcntc0idbw7qp7p/JyoaQTXnfFo/YgXR14hSGPa9QrodrW30/RJPUE0726KG8nb1NAqK66bEqasWm2KIFYUUJQQG09LY2KrrXO4jkxHteDogJ0B8nVKgU9d3ZSTrPpNMUO9P6rvlRn8u5VR5rO0AFeoC+vWr2ghuTdX9lPQVZJJ1NLvYZmkkB+vl0uepp94MWCm/avcHVnWP6mGdJMKrdoGqW7qIHeB1L5/dE1H4hvozTYdboFnV914T0E/Z5U/8sp6BfmB1G9RJXJB+75N7Zrf5jr9crPPXpijF+df34P8D0hhE8GXpLn5PgJ4AUxxrdd6zgn9eh/i5RY/5eBN1Gcjg8kT8Z9d7Ze8WJ0itMCHgjVizjNXn20F2ps7lUdv21LIjIfiLVu6WdDlXxQ3mYdIK09KRhKN2E4rN5po0GOfefHrR76hGkqt51LMsmt/eLR10Pyx3jhti20kMCrISXlmi7zoKedItdUsjGfCEQzTmlEbNcBe+l4Kq+Pqu2v065jVX1qoO/yfb0AvGsJF/cSXbRcpnjBlsBeFzzdyp7+JEUMd3YIO3Pm8+Wo6sfL5iNOPTXEcaOGawXWOtftep+NILlUXz3YMwR2FUtOw9R+1/LipmEw3HlalcGvTRQO+TxyFI7KGnYti5GznnjkbmchhH8BfDvw94EvAv4W8GvAjwF/SZpo6Y0xxmccd5wTAX2M8WPzz6+IMf68FeLTTl3yu5hpUEbvXVdA74oUKIEx9+rda5a3O+i2d0lJot8CfSgNiIOQAoVOzeiF7D11KwsMFRKu0vEAqNtRwTqnQ7yxmZKm1JsC0/1Nbf1YUFDXKlrIaaWOJKfcyY1l06RjXryYc8VfbPocyZf2V4NUwhqNe7gos9ZLHlpTbWqovAHVb12XyjQlxQCukBqXq4siMd3KE5ukypsMK3B+IVfINrPZcoPCc3Pp6zbDAWXb09IbPGxLUjMpr7wxc7qqW9AHwz3lg3v1GqfgTsJGA+AOgJV9mh/4zo5RD7TSMVX3WxR11HUyN4NruAfbl+fPn5PA/cl5xKzsJSGEV5FG/R5pp+XoL+hHTlf8iYwnBbpbmQBpEDhl+HHHol9ecdE+iKUesQiZwlhV67Ch/hQawV9GD85pH29wYPgyefdaeVxms+GsVzIde1AfFDAhn2dJAtUdkgpGcsSxnCuDBrMrPRZ963xzStxCvQTl0eHSpT5D5dbOHbzPfI/ptKNtU3KzK/sJhC9TZKZiM8wB7a/He0negAnsa6//YFUGQi2XcPPqAFaH+aION93eZgLTybH6cadNppTRwjuMU1ZquUSTKA6j2MIgRcayDNxzWamf23uFsuMmGPdGHKBblbryXEwqg+pTo7dnbFI6p7GznjP27mIhhE+xuWxvAz43xvjqI7b9QlL+nGPttED/MP2IMf5OqOfhuxuaMuT13me7CQY1Xz4Aiq44ejIFGH2QEqTttmdl9iIoXm6sj0sBeVeRuNUDiWTu8R22wxzzKk8/wjIfWzzxWM/Bee190gu8v59oFz+eYhCa0rBth/sKRHXdc0qDIbDfmpHR/ubk3jcN7FyA+QXuNf1LVqsVly/DHXupDPP98hC3DGkZvwa/j7VXW9fdAcmb1kCq/X24uN+yvX9H+seTIvVR9kNo16M9J9hMEuYgv7ubB2XNykQvim/ERWosdU3+LDYU7nxNmtUqdpvUYS8Drq69vm5IjXTTjTQU+ZmetmVmK1FJk+oYPvbDy3g9dg+VV35nCOGQ9Mh8J3DvEMInVdtEUtrjn4kx/vi1DnjSYOxXAl9FCsQ+IRegBV58zG53CxPQe05ueX8CUb0cenAHnqE1Ep4rxVU4emHkAdf8bWfn8zajoYCCB+rkRSnI6A0ElIEOvcRwkYOC3WaCLyg5cfw8NVDKW76SyzTvkgqHXAfb8zzwrC289mq1GQA1OT5XKL0DNZaTBkuPealEdWfbMJ1yy/JPuf32xNnv7RWgV+zCHOFRQJNN7VvXrFvSB2+XCdcVDL7/zuWSB3/nQgnELq/2rZWrrGRSoEi6OAD5nTJnraeFvrosDehqMey1uFev6xwMqFoWuW9fp1Po2iLB1X1100htb7ihfE+a0isQ2Du4+zHlvNwo83IPpW4eSYqHnsTuCCE8Ocb4H4/b6KQc/fcC3xtC+JwY4386YQGu20II3wj8sxjjLbbszaRRuZBmtnr8yH4fCXwlSYL0YcA3xxjfcq3zre3l3Hhx7H8Ygr6A/rAdDgxy81GzY9ytB09dlTGxbwHDlCGo6WU/yN+iLHScFcbB5pjA2hofvdjKo+6eJgwpEPeWNaPULB9TckoFT3sZaVeUMB4ElV3QutUw1tEPUJpvJ4CfZYjsOsLFm7lp944Cjgwf4ro31t8HCpBP7X8Hegf7w1yuxSIFZXf24Kbdjt3dvRztPMyjZUPmdw5gddAPRqtpEz+fek9zUiD6pt0k51SuHtWDBkUtl0W5okbcFTjYtfa9wDadzLNyTpt0T8YoHB1vaj3U+lnte6pt2UcOitOIMn9vrsfuqdQNKff8NROfhRB2gI8Cvg+4caCX1SAfQvisGOPPnuYY17IQwicA9xlZ9fxrRZZJKT2fGGN8dQjhM4DvB/7ecTvEWLh5TQxRjzAd3S9vJ0WLXso6N3dttdSxnjsUCh/voCBg2CK9sBrtqXTEdddeg2vI36FNNECdw13nm1GCg877+8srOuiA4tkLubsugYDS5B6sNhN31akWFKQVfaPv7Xad+uyu9ZvNevC/ML+jcNqUj9ej018OstPq95SifJnnehDdIJ7+yj7szRMob8/elRQ4uzelIGwTEne/v8962fY02UaKAjuf6nk+TwB/007x6FWHUOpkNksNtT9OCszq3vcNel4mDbvAvp8L2crkz7mPw9jKD5K0+S4V7aXD7Wb2TZ2yTuVwvVgd4Z6quvkXJ9koxrgAXhZCOLjWtqcC+qzh/A7gFtL9vAicGdCHEO4PfC6Jl/pH1eqPCyF8LWlO6l+MMf6vkUN8MGmaQ4A/5ohUojlPz1MA7h2G6hnxi27NEb97BYT46FX5TKcMcnOfpAuqF9VfWHnYN5FUGUoKBlkNsipesmutNXDIeel1l7zwWTNMJStP/gKbAVh59d6LuEoZ6LMG1suStx5yCoN2k/YSmDgVtASudoUPXyzg5uVVUPBzupXcuib0skbp9/XZWg1B3D+6lhmb9NSsWiew10uxbpM3P79cGsfYwaXlFXZ2rjDZmaXytYesF6tBNsvDVbnnAnkNkJpTErDVH8+i6tlEt5fDEa5el36tooj6Rr5j8NA2+UY6teKUX5/VskuAX89u1TTpGZw00KyGsSRdK/a/p+k4td1DdfQxxl85yXYhhF1SloJrTix+2mDs40g5kJ8CPAt42in3P9JyYv1/RZqN5V4jm3xDjPF/5+7Kb4cQ/u5Iwv6XkZLzv5ik+7+pmrYLgDw7/HMAPmASYi9BZLO7X3dJa2/lkE2QH5tz9SiJI5QX2BUQAl8Bw85smEGyp4IWpPSwFFWLB2jlpYF51V3KxyPwbuw82tankPPrX+Xl8iL7YHKbMlA2dp5e4skQVAT0TgVdMaBfL1ZMFlczZ5HzSLfrvgJDphAU73Cgr7173UOXMbr3rhTP6j3pt4JQylIp02jdCztw8+6KyTRFHQ4yn39lMaSiVJdqhPpGZV4+AnkFZPWsHOyUlNHqcV21a9PjpN6bjr+iPFOKxwy8eopn7zSlfqvOlD0ydAxyOoE5MKsC9JEyMK7OW3+9dpZAH0KYk2aAehjpEp9u6pZ626eRZoeClH7gu23dA0nsgViwJ8YY33SSfW2bJ5ImJbn+djDGfeDjTrLtaYH+9THGd2bwPAwh3Pv0xRtanmnls3JZ3gg8Fbg3cCGE8PWkqPL/iTH+b0jdlTyl1l9nU1b0hcBXhBAeSpJ9v7UG+dr0MK+7Icg70NXAoXWy2qPXwCgoVI1LN918FKdPJOIBvC2y5zobavS9ATlcbeZHcQ9fOnbx79h1ydMc64rrmj2Ap95C3dNx51HgrnXubTvgiwqSZn1vL33uvfeuFKXUiNRuneWNh8RMl4kCU+/HP05bzUggr49TNarj+lv1d3U5rG+gz+Z5sCwjgzXv7tVFCS7r3rgUcQobyeb021U3nm9nlkdbz9rS+Hv9eyPqgK3fY3luumo7T0OswU6qh2lbuP6a9gP6SU7qgOwIc3kquxM4+mcAIcb4mBDChwAvDyE8PMb4dt8ohPBY0vR9j8qLXhNCeJ3NMvVC4DkxxudlwP5pkmN5kn3V4JyZk3wSOy3Qf3wW589DCP+eRJXckMUYfxj4YV+WW8x/HGP81/n/Twa2YowvyZs8lDTZL3lexXfm2WMeEGP8prz8U4Bryo7Guod6KbcZesQw5EDlxQjklaa2ljHKAz9YFWWPrOZW3aPvvfoMBBfmJWAHQ/qlbRMFokFesBkMq2MPAgEBwawqk8olCqemXWDo7R8yHN0Jw2tzxYd6AzrWYpGUNGVe2MtMplNY7Bb0Wx7A/n4PpBpo5TGGHTb5+V7hQgH7C5SYx1i2RnJdHWb6Rl76wSp57ppK8cK8AJ8aeaVOcNntYI6A3BPxXokD/7pLwVT3+G/aSZJSNVAru5f1YDlPcteRn7d8U/o0x5Tno1ZuqWHuA7QwyIOvhs8T2HmU3d+ZG1VHnpW8MjMGTwI+GyDG+IYQwqtJ87c+s9r8qcBPZkwhhPAC4EuAF4cQHkkCcU368QLgh0IIj87zxh65rx3/nwI/BXzb2Vzdte20QP+5pGfh5aRK2+iS3Khlb/xLSB79NwH/ljRr+zNCCB8F/BXgv8QYX5Z3+R7g50it7GdkKejrSPTPiYIakEGDoWddP/Cw6YFDokKkU5cH33VFSy6vr574QikIRBv4FIGerlaensC+n8WqKS/uapUm/jiwYylgJ55dQO+DpARuAjyVR/SFbyOQrz3yvg7zR5SI9t1mGJB1E9Dvk4BeQcntOTyA25js7hd1y+qQg8vLngcXkNa6dJXVaZtdUkBJIH9zXr5VKVN8UhbV3apNunoFZ++Yl7lrt+ebk7ooqDzIOeN1K6BvSrx5kHyOBM41vbO7X7Kcjqlt1FvSfXAZprfIna1XgNzjOTVluUXy6rvpsLw+SLBpgAX9gCmV5YZUN5wpdfNg4H2AP7RlrwM+emTbjyHhiW/3ZbbuTTHGFUCMcRVCeGM+zquusS85T9inkyYpv2sCfYzxiv37fTmo+fqzLFDm3b+aMnM6wO8C/+CI7T/Xfn/7jZ7f6RqB7th8q1ABYDsEe8/gqMFAAv96IErTbdIb8uinMGhAfEKHrqOfrGM2SwnHBHouY4ThCzelSC9roHCqyrv/Gtmq6/WPGqTAkPLSudybz+nABgN9DkkqnnftFapCs1fdvLtkPl/29adZndxj9rwxuu7Ozi2gv4kE8DcBNxsN5lk3RcHQDj3dQAL8wz3YWhQwr1NBiMPve28G9LKa55YFWy5v3+fGnc/hwqIkwHOlTN0jqRtjf4Y9K+vafuuYik/o+evVUrqWpvRSncppW2h9oES26wb7yGkmHrklhPBK+/85ORYnu3/+fpctuww8YuRY9x/Z7n5HrLvWel8HKTHkdzNkiu90OxHQhxBuJxV4sJjkJD1nY4e7oWn0oOvXjwL4sQe37YDVJm0DsJ6V7eoBNT5q0RsX7znUgNAHcRWMzN7+fJam1TskgVudYRAKD6/uvbr4Om6Ty6jApLZ1j1+eHxRA1QAtUV5QgpBzhh6eMkp6eZbAHS1sXy6NWdvCHbvDAPRikSiMxaLkD5pSJIs3U+6b+PlZXn4vsjc/K4OUPIWDJvKAJEWVhFWAqLrYbmG9V+g4nx5RvSvJbX0O4N4xyDEh9fj6eQqy1yxzoFcPom1hvSrPiffW6rzzAvmGzZ6XX49A3nuUuj8r26aWjNYDhPupM7tynhuxGE9F3dwWYxzzzjcOW/1/VDD0uDOPrQvXWE8I4f2BR8UYvy7T0+82O6lH/+Uxxp+sF4YQPn9s47ub9UCa+6tTW95Pd2dgq8FRGmDVe74ddIuhlt5Hjeo88uqVREogL1mc89q1Oe2jbvP2DA7VxV+VF18vt3vuWHn1EYUr3TQAq+IxqtGo8+04F+5Uk8414KVtXwGUN0RXSdFzFtC+LdXbYlGoHM1qtVyWeVoPlvSJtuYUqmHOuEe/C+zOS5ZMz/jotEufq2c5rC+B5pLcAOwn2aOoNc0otc69u8NMA3nD2FLiNEoVUecjEhWklBAaKKyGjcupAqWwUc9jTWnk9AyoYa69fb//K3sOWttP965fbg6K3o1JdlTUs2zbdMB1t6lYux47Q+rm1vx96Yjf9baX7P9LwDuOWFcf57h9nwF86wnLe6Z2IqB3kM/JzO5LomxeeOROdxfL7fAA7NnkT7VNn/SsLTM0uUZ8DXQmr/NRo2NSS+fpHSAHL2Y3PJYmJtf+8urn88wNL4fgUmfghOLtKWDXQa+59rwmaoAEmr6/AMS5Xj+PxzGmtp/TRNr+gMTTdyQFUfu2AvRpoFLx8g9WJcWCRvdKWePeqxqeOcmT3zHvWN+1Rw8ZpGfpe9INM0dCCcJDAWz1BpqmPBs+lsDHN7hK62CZPgq49z2KfI+1fGen5L9Zd8AeTFZlkhVXzcg802Xtbvq0hnoWnKbyAP0BpfEc5Emqnmf1QLouSV7Ve6s6pCe2M+bo/wi4nTT9qUD5EYwnZXxF3g7b7hW27kEhhFnm52fAQ6r1R+37UcBDc46wOUAI4VdJI2G/5bqv7AR2Ko4+hPA1wKeRBiU9nxQ9/rqzL9a71+ph3voWhdB7Lub5+T6Tdghw/QNqMku9BGOaeg9+Oe0AQ/5fx5iamySJoQMCwOGygKqrZtw8nfEhCei9EQHLU26/vWwwVOO4pBM2vfxu5LeAUBLQQzJffhm295PixGWlinXIw1SDIgqqVg9JkSOv2+9r3ZAr3iE6bLos5RdN4o1bT5Wsil7dA7ouXVTjMOlgmgO7V5epV+DPh3P+eg793vZzIOzD1nLYQ9L9VP3qXjT23VpZalUWDBOSaVtdbz/mZMThGHwo9+VGOPqzklfGGLsQwo+QgqC/HkL4YJJ65vEhhIcDPwB8SoxxTdLaPyuEILHJ55NjhjHG14QQXksaU/Sj+fv3s+KGa+z7USpPpm7eFGP8hLO5wuPtVEAP7MYYPzGE8HUxxl8JITzmTinVu9EC4xy45G9jUwR6tkWW9FMBwhC86CAsS9DUJ0v2BGhNkwalCOwd/NYUkBcwwTCVAWQKZ1661E2Tg4akvDQC+9pBUpe9Ic+3mi9EYOIa8Fqnr+vVt8BMnmT/sk/zvu3Q23cg6qyM8jb3SRkZ53vpM2sY7RlNpqnciqs4uGmMgOprUt1r3QPVoeYTEL0yX25KSN287rbaIQVSf6A0QqygWRSNvJej7gE6yGt5aDJltA/T/SStXbLZexNI6x6qzjs2iWTp57WfnkOVX2mv6/TUk2YYmO2lo/lg1+3RR846BcIzgGeHEF5Oet0eF2N8Wwbdh5EfnxjjS0IIHwb8Rt7vua6DBz4PeG4I4Umk6vyHpczX3Fcj8784//5V4Fkxxhed6ZVWdlqg9xHYkGjPu73VKghRF6IL6oyTTVO60Qq+hfxmuYQRErhpOylJgEECtNAkL2/NeBd7khsMKEDlXWW9XDftwGpaePvpNOdKWSVVyxgQiDaBoozp2nItDpry0Jx68YatHlKv/TSBetskWkumIK+uUwC0JJV3m2oka6YEpH+fNqW3NZllmqXqLcGwQVTdddW2Wi+ueTuD/c5Oirt4HagR8+twcy/+kCGt0tr/zTKBtEsVJc2VbFPPnd9nB3r9P10UKselks7P67l0gJfHrQayXu9AL55ePUxZ9MrQcZvS0I4N2DqpneWAqaxtf8LI8pcD71cteyab+nqtezNHpFe51r55/XN4N4tYTgv06xDCS4CdEMLHAr99J5Tp3WohDD0pgYJz9P6pQUTc7NZq+IK4brxpS5cehuc7yhwwV4DEzr7vfD4EAZfkqbxLgcmidPEF+J7QajCna/6uB1iNAT1wpIfv1nt7TQJsV/KocXNAFOXk0+3poxG+sy57yEYZqG6gBM19xqV62shaJqh4x4W8by+HXQ7jCvrtQKayC9wFjh549h7HhATQDuaDiVzmw3K5OACGjb6olLbd9KDrhlfmVJzurbZ3fNX/LSXbaE131nEnnetGQF6zv53bjdupgD7G+C15xOlHAK9lPMvk3dbqh9dpkJq+0YOtgUz9QCjGJwKRNO2kD65A1jn0dUsalNINqR91lbctBjCfF623AGRrAYsMBAuGL7Toh45ht835XG2nwKwaozE6R8DQA39n9dkN0w24Qqirjns48lE5gF6aOgY8qiMH7BqMfB99NPJY5Z5kEF4uYbkqjWR9K51uEyjWmnXJF1Wn0w7C/rAMXiYfkFT3KvXbJZqH+yWrqazm6fVb90Am2eshpjyzY6g30k+D2ZW4hMoxGAzYpOu7Eay+h048cuZ2IqDPkeXPAm7NSYBeGkL4LBLn9dN3XvHuWlZ7VFDAXl4f3Xj3XjSBA/0Y6Nc0BpTA2Jqs8tgvAFQPn/eAr7rYfb6UvTS5t5KgKfgpQJ7YuTz7oNbLA6wDrE21z0YjZZJB7Bga3CVg0fldvSMPem3HVa9CE6b0x63oGX13+buBlHGxG27jAU/3rLesbpWbXo1nHwymAL/um3pNAnr36HWtg6BpC3GvgGOtaql7lt7jhBIzOmxTcFaxgrHGCDZ7IX7/ah29qlQUnwbjdct0vu122AvxYG1ozAm4DrQ/Y9XNPdpO6tH/BOke3yeE8AHAl5KmsXrCnVSu94jVICweV+YjFz2DpIC+6+gjnj5asWG8gRg7BwzlfA6mA9XMogQOe2CYbk5MrsCZN1Iu/esHw2DcMUMw8PMK4D2IKi/fvUMds6UE5epAqOpGKRumDEffeoDb95HkT8FrabZhCJSxG5d8dsvN3prTXaq/rVlZp7zwmkNWCewOVoma8xG5Hrysde5jYw0m5J7J/tB7V5lEyen+zax1U0O+zHr+7VnptY2ZgtO6xyqL7uGKoVzTGwStlyPT5cZOs1nVvSRly+wr5rR2Tt2cmZ0U6N8aY/wqgBDCbwBfF2P8n3daqd6N5jygP1RS1QgQptMh3+svo490bRoIq5Fga0X7yHo+mSFt4br8vptv5W6A2bJ4c+pCC/xVdpeCavTlwRIW+wVg5dnDMBdOLb0T5bBm6EnDsFHz0beiEeRlQnnnXc0jOki6fvHgXfW/BzMF4Os2BXrV+Ep+6XlhVL86RpMDrJOmcPKQ7pXLG7dnCcwFpotF2v4gSyObJn0HC2CLl9fHZ4Qai3koG+VsVZLiqVHpRz9nFYsGZbkip44jKe7h9I3uj88LrOfJe3PTXF5X4MhER+l3n8SuNa7fHAqlRr5ei6dLgXBux9hJgf52+/2LAvkQwifHGH/57Iv17jX3rn2Zmx7Ymid1YJX3JfD34/g+tRa564ZUh3uFAnvYfPFmqwL0GmDjw+Y1wKjuWguwDrviidYDggQM7qULIGCcvvHBMc67639/59WY+bE8UNlV3/rto1QFqDOSV+2cvCbUlgJFH022DkAG1fm8aPI1HqEe86DMlA740/1Sp4dtGt1bA73z9KonXZN6JUur2+liSNXU0k+3o2gd9a5qCkbLRZl5bEO6/zml3ryBdAWWnAHvifWfLn2ajPy1l39aO+foz8ZOCvSfmmczAfjYEMLF/PsxnHwS27ukiQfUy9rnJumGH39g62yDwED10k80bsDjvQYHENELAj4fmu6AD0MPu2E4DZ+O70Av7b6rhVarlGZ3Pk9pBOSBew8CCvjOGFI5Aoy6tyELFN7a61jpA5zL13mUg3/blut33biJznIuf0Va6JNpiCd3bb6PTu3jDdYr0r1R/fkE20rJMJulFAweBzlcDblslasOxkJpHFurR/V8ZiQ9fFgMqZumgeVsKKl0q4UDTUMfpK6Bvp9s3noDUK6lbZNMVfSN6lH32q9F6wXy83zsNbBtLfT1gn2Ee+qcsWduJwX6FUnaDPArtvzu37GKBZQHA59WDJI41Q9rDfa9NG86HLXpSoR1fsNd/td1Q09eoIstc21+Q3m5DikvZ00f9d59kxqT7XlKeKYGYDZLKpwpBZxrr61hKIP01AxThkBf8+gCdyigph5CLbkTVyw6KNrHYxN1b0HgWCtEBPQCKQd6baPka8o34z04D24LCNt2CKQx94zc064bIL+vbnVjp2vtlUVtiQWMKW48G6r3RKXDl7LJ4yw+8G3KsDGTSSMfcjfI5ZZqnLwR1311GggK/QY36NGfc/RnZicF+q+NMb6iXhhCePQZl+fdbjEDvQ9ZF5c7aRO37C9TDabi32dNAu5ZNwR4B+J+kIm5qe7JOygIQOv3xF86jZqVR9pWZXUed3sGB7Mh0E8zILicsqZKHCj0QtcUjCs8/H/lc4chyNS/dZ0176+qci9S5exHDWO8u5VpxXBEsFNTkLxPZaasB071dTa3wV5VrEOy1YkFSb2xFCj6Pa3pE9VnrXBaUeghWTCQ9zEd3htZ282r4yzqMWmUcK3S0nXpOidZSopdj9M4+lbw1jOW6txb3ZAeuh47B/qzsRMB/RjI5+WvOtvivPstkoJ26mo70MujPVyVl8g1wpK5bZlXJ9PLpxfRR9L2XnM39ORdcud8twfGxnhqHd+/ZWPKki17ySc2EEjmFId7yzMKSMkr9YFhzsu7V1vTB/ps2bHGBmIFCj3gpvPV27pCREFm5+gVUN4I6FY0g4B0a5rAnqZhq+uKPr8tKhyfuKTmswX23gsS4M7yR3UgsNdzGLrE13vDrXz5Y5kyPSXypCkgX08moxiEkuBtzTYnTvHnm+VQQaVEaLo2KPSbg/w2m2qy09qdkALhHmsn9ejfa815R3kotQe2Jnn3kxy59FweniTLFQcze2kE8vLGPFBb0zYyf3k8COqArMbBeww1ldN0m0C2ZWV20B5LzO2jJ/UCi7dXmZwrF23jIO9ALcCR9z5GB9We/drWQbk/AkWVswZ60TcuVVWdDeixbtNz7OMvpqWdTtv+3msavdp0P2t1jepLAD+n1Kd6Se7Zr0ketQ+Mg3RfNZ2kehp+3/uEZ5R7BkOgV4oMHUfPruvfZYctzNoSOPZr9EFuOscWwx5YHd86jZ1z9Gdn50BP8eRrKZxePr2UmgTZZZUzexEd8GvvCMrQcX+Rak9e56yB1J9357kjQ6AXt3tlUcpTc/iyphkG6RwAnU8Pto2ASgnG0Pm7Aljy+OQBevnF68rTbe1c7qGPcfYwDFbrf5eE+jY1yMNmY9YwpC4GA606mBwxnNnpHk0sXwenvYeiiVzmpJTJajDVQ3IbgGhL4qAYUkYHsyF94xSOzHXySt5X90b1jITcC9B1uSjhcK/0gEQ9eSxH97C+32Oy5VPZOUd/ZnYO9JSH84DU1ffsi3WSJ1YwXZbus14un+bPAdBHO3pADcYDdTCUxrnCxdcPgqhdmc90YQCvF9nBoM/hLkqH8vL6ZCcCCQG8gHdOmslK1A+U4x+skp5cQCWvzimdmtKopx4UKKoBrHls3TN5zRrN2VTbuGftjajz4xM2gb+OqzQNTGiTOiov80C7lFqe291VPaK8lLPnZlLe/Hl1bU6BeXxDAff1XgF5xVlqxYxPX6hrFX2zxfD5dMAPTYlFDMaDNOXedstNZ0jXDEOAH8RsbhCoz+WVZ2N3KaAPIXwk8JWkCXU/DPjmGONb8rpHA88CXhFj/Ooj9n808PXAK4H/C/juGONvHndOp26cZ3ZNuXuMDSmB2WqVdOztbPhyjNE4Ankfvl6XQeeqvdqOYZdZ5l69Jr+ogR6GjY4m1B4odCi8sXvOWu6B0y0Kx7s9H+bWUe52FnkoPkUfXme11PVJijcWm9C1S3kzsW3b6lhjQK96rWk4AbyuZ8KmR+/5/4GUr6UbUiSeBqFtN3tmWP0pGdsOZd7aOQyyb7ZtihXBuH69JQ3S2l6W0bCumPGGSOaPmfdcYNyzH6Wi2pTB87BNKaOVaK4GdKoy633augGgj/Gcujkru0sBPfA84IkxxleHED4D+H7g7+V1Hw78Gul9Ocq+nTQp8M/mXDz/Avjbx52w5uiPSj3gmuHDdrO7PKbcmDSwbjY9qOPMGxQ3f5mggJW2c+qmHmhTrx8DeufOBZgeMHWgF8c7nyegEsgI9A/2h/LGKcPUBvpWvUqO54FLla1u/LzR6Kp1TfX/WCB0RuHFvQez7tJHPZOpJe5SXYoWu7oss1z13r+VWx60Gukt0kO7QwL53abMbuW0nmSNMGzQdM19UHRZ8gf5M+VjMxxfa5D3bevxHTAUFmjWstUK1vvpfs4pvQ/Pf1RbJDUUN4Iy59TN2dhdDeg/mDR7FcAfYzmfY4zPDyE84xr7v500zSH5e1QVlBP/PwWSh+VAX3uf4jcVbFSqX6dC9PEh+DIfEVsvc3OAcmULDIN0NcApXiiPU5I8gVbdvRdYOdg7R6+y9BN2YNLKpsQnxnTmA85+WbTuV/NxFOj2T93QXqMdTNfCpqKlOeKj6/BAsjzsbYpXHDv66Qmv7BeFixpOHx27WKTBZg76enZ03omd82aKJ3/zFO51cQj0nd+r/XRxngSNXI/qJc2BVQ6SNpSegfPqsg2HwTz/wzbFnZxerAcCaiChnuuDxebgGXc+dH8GcuGW67JIiv2clYUQ5qQZoB5GeqSfnpM0jm37NNLsUAA/FWP8blv3QJJTKo3AE2OMb7rWviGE+wJPBz6SdDvfRZqP+4/P6hqPsrsa0L+MNNr2xcDHAjeFEKYxxpM+Kt8E/FQI4UOAvwZ8xdhGnvj/lhCiP5jYt/jNWiN+QFJEiKuX1K7nxq1Wa9Cvk5vBkKPWEH15oP7SwXhQ1blUnfNgBQfz4QvrYHXgXH1XeHGXctYcvQ8YUqoHBfJmXeHs+95OV4BJwOx1LMDWOtW36t692eM+MGz49H8N8hq5Obdr8sk+1FA2Tc7MaPdUAHl1mSiU/f1Uj4erTJ1ZWbxHdoGhJ3+vi3Dp0nC+2vrexf1E4yhepPshSWlLCe5OSdRS6Ma9an/c3IvXiN5Jk3sTdm/r3qd7/W0La5NRefzFwcRjDnWw+TR2xg79M4AQY3xMxoiXhxAeHmN8u28UQngs8GTSVIMArwkhvM5minohiTl4XgjhiaQMvh97gn0/HfgA4JPy1Ib/EvgZEvDfqfYeB/oQwlNJKZD3gS8EviKE8FBgj5RM7TT+wIuAfxJj/M0QwocD/18I4X1jjEeGdMZSuTZ5WU2h6MHVw61p1dyjn83SCxTtJe73747WFstr7wOfzXAIfD2oRb/9+Fq+7lL62MPVsJFw/lm0Q9cVD1QqF/eSRQ8FGKTNHZs8PTRl0u3VCtr9NJxaQK86rCkaX94yDE4eZd0R6/3Y7lW7rNHpG41ylYerXOuzGRxMh9dXK5uUfqKOGUzstxqYOalednZgd3cT6JeZjtE5JsthsNh7MGoUJUVVg1znKvL60ICqphvKfp2uaY8Bej27fUCfIci7FFimYPr1Dp+/1jNwGgshNMCTgM8GiDG+IYTwauAL2JwN6qnAT+YZqQghvAD4EuDFIYRHkkD8BXnbFwA/FEJ4dB5XdOS+wBuA74qxR4EXAk8PIdw3xviOM7rUUXuPA32M8YeBHwYIITwyxvhN+fenAD9+rf1DCA8A3pkr9gOAv8ir/oJh+pRrmoDNPUsYB/w1m0PVYZPnVNfXPfG6az2pfs+akpRMA1pqCkYpG8bAXoN6NqSc5s0J2ERNud7au+ICeWB08pQaGGLuTezupnPcvCwvurzuFUPu3SWTzq87T11r6MfMKRsPuIqbF8gLHKWFd496ndUrY3MFe72JuhHQe0BYL5Wfd2degF4f3VNNsi0vW2B6tRtKGevGTUAoj1nP7ZTSYE58n7Y8A7UDUlOLnufHp8DsB+Ttl16M9wId7F29dr12hh79g4H3Af7Qlr0O+OiRbT+GBMK+3ZfZujfFGFcAMcZVCOGN+TivOm7fGOP/qs4zJ3Xc9q/jek5l73Ggr+wzQghS3dyLFEwFIITwRcDfBGYhhKdk+gXge4CfI1XuU4DvCCH8DvAIEnd2IoGWg61XinvaAhDJzBrSy76fb5OPnh3LfljTLjUw+ETW+oyNXtQUeXVAuP72MsEmh+vA4dc8teX+kjpIeLqFOrOiN2jKfa9r9YatzpDpAgtPXubLm+rblzt945r/uX0kdZw1Bcj8/kBRwowFz/trWqWxChpVLfPnaHDueentONDrGdmaDut1tYL5ojQiPqkLVje6T0oM56op0Tw+oQgdtCuY2nm2DcjBFGLTISXpyfGmU+ByOVc9DaTKeAijlNJJ7JQe/S0hhFfa/88xjAC4f/5+ly27TMKJ2u4/st39jlh3rfW+rra/S5o8/OoR68/M7lJAH2P89mPW/RjwYyPLP9d+/yzws6c5Z63hdnPe3JfpATwg8aPLZQEEz3boQa46Dw1kz6krL4gmvPaA59YMLsyHoFADrJQiru1WgrZ6EI9fd229AoUSm5Apy2c98tZHboYmgVvbponK1RgdXi7Hkcc5Bt46D5RGyCWfvv1RQD+leLIKauvj/wcD8TqltH6PBdK1Tg3YilTPdW4iz/6peIannqhTIUORTSr//XyRnrFtNgeJ1dde23RkvTdIXQfdssSTXGLpE5vUMt3d3VLetk30nAYdOtjL4siy09gpgP62GOOYd15b/TiNvQpj211rXT3U41gLITwE+EzgE6+17VnYXQro31PmgO40jdMWfuc0UAmyZ2/BKcgcufHrYFRJV7rqfu4eqIwuUL4VAb8DzqE1JE6bqBGo5yqtB4FNqvPWdeGeozzDg3ytalwUl5DiRl6w0iPP5wkYVitgMTznWP577Jy1xzqoI9vO103ZBPf60/ciKv65b4iPKZvOr/LVAWY5DeqZKb4hGaT3EjwHkXqA6sGtVnCwk4PmixKQ1TlrYFddNfY9St1QGnGpHqctkKnH5TLHWaqeZy0G8F7HapWCs56crrbrHfPkgegzsFvz96UjftfbXrL/LwHvOGJdfZzj9gUghHBv4D8Aj4sx1r2DO8XOgZ7yQjb229Py6kWq1TfQTxM71FS3ZYi6uM51V7YRhaJ0sr0XOC0vv6enrfPpQM6lM0ve3ywHCAeaaHHOlKCZ88hOmxylitC1agTkmlz2alCWB2U1Q1N/DOt9bC3op92TJ3zcizyW+0ce+5hH74qlyRGfJpdXPRHFOny0p+pKAUadX0FPWT1gqE4kNtbzUJ24Cezn8xLPUVC26+hzLDWM15saYw96imqsg9u6nwNap4VJluU2DazmFqhvGEwV6L1SlVHpt2Ho1Z8Fv36GHP0fkSZQ+lAKKD8C+IWRbV+Rt8O2e4Wte1AIYZb5+RnwkGr9UfsSQrhAUul8bYzx9SGE+wEHdzbg3+OB3nljn3nHX2r34FrSy6ZAIbZu3aWubNuWrvq2eeI1Rz9pIOZ14oUlV9SyOieJg/1h9qRX0yF4SV5JW1I8+AvogIQtG2vU5EkK9GK+YM2EJJDv5zc1sPceSC893YfFajNPvJ8XK6vfIwd5DUiS+T0co2z+//bOPEqyrCr3v30zMjKrmkkQUNHXgDSTSINMggMIKjzQpygyqo+xG1GejIoIrhYckElQHGiU4flAQH0qLISHMiiILYM0UwuI0iiTgIDd1dlRkZF3vz/O2fd898SNrKyqrCqsut9asSLiTufc6Tv7fHuffZToA0rys1ymNkJ6jSbVR3XoesTyKnJXZ3aXfKy6hhtT2DlYkSiwI2Qfidy03CB7JX2tS319tXcHabR3kPrBeUm30LZ9WUelw4MHy5gM30rn5FU9jgf7GXWTwxlfBDwUeJuZnUOKnnmQmd0MeAHwve6+Q4q1f66ZRez8A4En5ONcbGbvAx4AvCx/f0gy+a7c18zWSL7E3wcuyZM53Rv4CPDWfTrVQYxET5/kIz55bdLP/7G9SNZoOLY0z4daWS1J+9xYpI9OnhxO1FZe8smEbr7XoYFU2jBodz/2r1/COH4M0Y96qRwR3fZAdPmDOHQQU3ziOsUxJnkcQUQG1ZOQRx03prAjzr6wEiezRKr1VHvR69Bok1o6WeXcq8l+N8s6iDYIXUk+6hVQaz4amFoCW4WWYqVrSmHNpaP3M8h1Pk9E2ovUyr00lUlaKQfK9Yt7iiwfGgwYjcKcdE91esog9Jh8vW6U4rORewDzWYn42S/so0UPcAHwu2Z2EamqD3D3z+YBUDcljxt09zeY2TcBf5v3e7HE0APcH3ixmT2cdGnvGyuOsO9DSSP9f4A+TrhOf8YTPfStwANNf9RnjDicz2FtniQRlUJqPTcs/fmi5AcJ67YegFI7+5ToI0RSHaBKCJ2EM11e1xuhOyt1UosuyD668EqEYckPOdgiDS3QTbDdNKlRNKkTQgh1nUOKWpsljXhOSZYVxKP1qYl61csf2+lAKav2aeVPnOdcPjNKDvuw6OP6TaUeIY0MyRTxO6zqSJkRobhbW8sD5+L6aKI4HakK0ByC9VmXzLJrIJW86/QdtdVfW/bRQ4rAgnq093TaN066Xqb4jrp5dud0I1lXBQEcLfaT6HMI9oMHll8EXK9a9hyW4+tj3aXIqP2B9YP7uvuLgBcdTZ33C2c80atFv0F/BiaNilDZZDHrR1uo1RvkHxMnt/NCxHVc9pAFD/3cMYfF4bmQRqPuceiALdXIIfUw6uyI0Le86jQLIffMq31m9GcTCr1epRvV7LWRC3KbTNIcqJNJ0oYn80Kg0egE6av0AOxZDhiSUGrSCwKvPzoBTVjIGs2jlvSqMuI7JkCZZHauQ1ED6pOpl4fB0fXeDqV10QOJWAC16gPR8A2RbmwfPb45JYIrvsPCj/JhWU6cSo9uKoEJ2kM8FuyzM/aMxhlP9CAa7qRPlhubRXJRa3wy68dSqXNM47/j2LSJ8GH5Ra6tfCjhfk2TehBzaSDWp8kRG1kXg9Q13jkG38TAqi5OPB9fiXso9jmkjLB2tTcQpBFSxhrJyRrx/kFW2ssYOme1aJsmNUa1VVxfR5VwqLbVc4FlSSVGaSoRR+if9nii8dbroDq9rqt7GbUVO5f9rmxT0rLpVr/x08FwdeMY10ZluS5cd6vUbyhrZ12/VTGEcS3CQFm0ZdBWfC8WqeflotEHVM6ZTNLzWpPKsYZX7qdGf6bjjCd6dcbWTs94CetcH2uTNJdsZO+D4a5qJECLF66RkEgYJnmNaBiSeCI1cpBCWPbQt6y788v7Lr4ItMVKPkyf7NX6Cos+5lTVME0lvU4mWcCBrWLRr0+XST50+w2RAiLFb+fgq8JUw7qP67dbZs8g8mgg6t7Amiyvo2UUkR8/UI8OjuOpVU91TG2gdBtfJGf0ULTS5mb//xDRx/OwvZDc8ww/ewpt9OK6qDwW68NxX2dCVfkN+iGWS+NCJtAuykDA43XKjkS/PzjjiR7Kwx9dZNUgVe/2rIdvTGFrUSza2rqPbn90+bvjS8TCbo5XtejrFArh/IyXb31SSOJgjtbY2Ow3WGtNdj5+GRrRp2srVKUd7c5r6ma1cuO8Nih58LuQUOltRLffmz5x1EShYXp1CGWQrZZbn0dYpUPEUmvXNXSQVTidG9m+vs8B1cZ7DnmpU/xfAMyhuYzeQLN4FjRaSXuX2nBHb+3wDHYOlfu0ymIfGhCoDVVNxE6ZxEad69pDC4Mnwj+1bl0kWdtv8I4VI9HvD854oq9nOILywOpLGIQf5LlBybVeD/aJl0gHLcVnrU1kq0SvFlsdmbOdo3ciSiR8CBvTUh9NfgapIVA9NVIWty1wGd3AoAgThX70SSv/NfxRX7q5nPsM2GqTDr02QE7TaZYYpJsfg4R0ENn6PJ9nLmgoLl0bTq33hBIpo9KUyhjxXZNbkHscJ6quspGSfVOtH4pSUrLX56CBLtd9NIYxW1lE3MSMT3Ht4h7GMxJTRc7n6ZqppKX3qOup0n9G9TrUkU0tJTooRnzHYDzV6XXyld5kJ7lhmJANGo4do3SzfzjjiX4IGvOsUD2yaWCjTS/xhOJ8rR/sHfnsVl6U5W3KnxKW9mRRom8gWesxTF57B+tTuopdZdLXQLazBdiF9h3qE/iQf6FldzlAiSwcmPN5KmdWET0M6/ShUe9Mimy2vUg9Hw0TrAlew1WbNunKUZ9ItbybnKEWbqRnjkFjLctZPGFZMtLGQq9DTfZR9+46xLEkxXVYzwc2ixav1ywa9u1pv6G/cpIjwfIxNXoqGqV4NlV+irkH4tkNaISSZraEYtGr3BiTr9SpMNaa/v2r36OjwUj0+4OR6DNa+rpxJH1SawWKxTKdprjhiL+Pl0y7w2pFhWWpaQrqcMrFIpFWEGcXs04i0LCCN6Yl0qF7iZoGNg/AZA02D3CV5nLWmrazBmN/SOVsz0oemboRqi2puvFqqmVhVc9IIZO1FbrTlgghPV+9ptGAhiW7vuhLLQ3LGvYkn4u1y4nTGDivuB8a/75DIfb6/KL8lv45x/94NGqrXX0asX3XcFPIfnKoEHcMVKp9M9Hb01w58T2ZSMPBck4mzbczoTy7kCO72uEZ1dp8XWO0td6/2mdQZ1Kt692h8r/sBWPUzf7hjCf6ILuWbE0uyvfh6uHsrOfQT5vysoQUot3hIbIfcrxqDyKcoDHpBJS4cOYwPVQyIUYO87YlVWy6nsi+baExDjSHaJpFZ9F36RkiR0m7TEo1avlEtWwl+26C9UWZ5UoHcO1MC9GENb6K7Nu2RHjEOp3AWgeIQSo4tteoGT0H7R0EAZK/O0mF4jyP89b7GceCPnnXYZnaW2ooBB/lxWe9TdcqyD7SHoeEE4g0GBvTlCN/fSJjESawtug/a3qOkalTo7KgPAsxuXn0Isl1n7ewmBeJZlIRfdzfQH0v9Rs4JqKH0aLfL5zxRA/y0mYLpZn3R6qGLqnk1MUQz0tXuGE5mmFIowzJAQphxTyfKvWEtRXx+Q1phqOtreR4PTxPllSXirgOxG6djfZyzjrYdqlxY8DOFVOYzgqxDVmE0fVvBpZ3MzTJuiA8ncKwq0pbyGInSHnRJ4iujLA829UkX/tONG/QKkdukPmEZfmnaZfPX3V1raYSYku/sQz5qB3YZyLbhpM7tPBIZlZnB62d9nHukWpirVk+ZyX6DfqZUDXdtZZl8zI/Qe8ZbMtAwehVRa9A/UBD38eLUaPfP4xET7G85mGW67q2Hw6nVmaXpXFRQil16D4U61f1z0YaDM0dEj2DiHZRSzuIfmsBZ2WyPpz13cMzOGu+wLrQnLXcCq3DdMrm5qxH9KHzby/SCN7DFPL2qjy9PlAserVMp9U5LtrUINVhqUO5erztE5v6K4ZIrv4OMlRdGPmO39EwBcmvV9btpE29uLW27FOP1I17Uw8+U00+vrUONe/1GohFfyTqlbN+xFQX8VVdGxCipUQKQWmg41wjK2YQvjVFoozym4Y0ijprJepQ1mRp0ShCMQJizlqV5/aL9Eei3x+c8USvGnVLttpnfQ2yJigoceEH8hwx24vikNWXHfrd6pb+cSGTHIU0asdeWFcNaaLtQ1m+2drKE1XnLv/GYidXPMzddZhusLk56ya92NpKdY5QzO1DqVGJnOJTClF055q/1akXv+Nl18iObVLFdUarsPJVPlBir3Pcx76riEInw+4tp9yHqE/UbUKRMHRQUhBqWLYsyixYMz0nuYd1Cgwl+4D2lNbpx+gH2c/bfnqEK7f6evj6tKTg0Em6d/KnEbLX8NNogA9sFqkvyL6Oh48oHsh+n/nwOeo1Vv1/rU0yFCyT/fEQ/WjR7x/OeKKH8qJGnnknPewh1UTs+pKck6/egc3kPJzP0wOvGm2Nzupsi6NXrfn4KNlHndZIZHxlWySYsOhnM9iYH4b54X6BjXWNUlh2G2LdrU9gKo7PsGJrK14ThU1YHrxUv88tybJnXghb8wepHFZb9Rpe2rZl292kjE7SaNO10+RjYdHr2AgdaNZWpKkhnnX0jkYm1ZFLu5F8nWwNOY4OUIoYdvVXQBmpqrp6QAf9qWyjcxko2UdPKFJn107ySHGtmU/rnkqkhG4pzuxJ9cCrzHOsGIl+fzASPf2HKSz8FmjzC6Vx3/U0c5rbZTLJlutiOKIhELlwIs54yIE4VEfVToMYwqrf2oKrbM1Zmx4ujNi2sNjpkUI4k4P0gui3KS9s/UIPEVVEcXT1a8t+UVfIoY/zUp1aY499lcD0WFCkLo32aGTfWuevBzxNSPJCEN/QPLydHJHruJgXstZ7oKReh6d29Y3rU123+A4naZPrqRLKlVt97TuMAW0MdgYaxDrddhC9JujTaJ24bpovKeZKWCxgJmRfR4FFeTqrVrPiXhwPxqib/cMZT/RKsDp4pHuJ2+RwDet+mmPV1IqMF6fLDy/5QZTwke/tgbK0FxDL6xGPod9rJsRDh4rVdo3mcmyz3z8fGsGoJBDntyPl1iQfTr2h5GwqvcQ0hnE9u2vaZvKc001fp9hZ9HszgbV8D+KNVys3ylYEMdcDrWqH5CoJaSfuaZMckb060g+jrC35VQ1jTIZSf7SxUn0eyvO2nltfnSM4onM0fj2ulTbEKpVpWK6WMVn0LXzIkT+SG0mfzXqAlclnQbrP2ig3HJ9VP1r0+4NTQvRm1gCPAJ4O3NXdP5iXXwd4CfB20oS6U+DRedKA9wCXy2H+m7vfcODY9wJuARwg5Xn+bnffrrdT7Ax8h3wxyd9qWkwpA3xUj5xkslublIRQIV0M5VcJaz4Izqt1tZMN+hbWENE3DWzO573kZjqnbFfXSd/Ka2clwiQwIYXmTSYladnGtE+SUMqISbNnkVaRct4R3WOkcECkrJbl6xOyS4QmdkQU+w70CiLyRq+fnqvmL6p9LnrMIV3Z5bNKrtHQ000KwUdmVPVtaCx/S3Xt4nwX/Qyq6riNhjWgOYhqmSqkKrXu9ZjxnEQvYTZLDV0diaTPqo421s/QOJEhX8peMGr0+4dTZdGfC/w9JbV2YAL8Wc7bTJ7J5Y6kJP7PdPdX5eV3Ab69PqiZ3QD4AXc/L///Y1aHiPcwZGkjOzdAs4BFsxw6qDlyhgionYscRLE29SHWSgZJ1TcnCCLqq/JNZNtsmn7cc1iL2/OSCEsJPyz7tk3nN2kLyUbstmq8tVUfZHE4j4pda/qkrOfVSt1rDFnzcZ3i3COJfiMXbkgu6PwGTf++1PeoszSPQnKIBrlukFQb38ifTZJRMKU/X63WMfxCkXZA5am4d+o83a7IvpupSo7XsDzASeVGjSKLY29u5nEVC+npzdJ5XFmdf9yjkPtqQ6WOnjoe7CfRm9kmaQaom5Ju1ZPd/Y0rtn08aXYogFe6+7Nk3fVJBumEdDke4u4f3499TxROCdG7+3sBzKxe/mlyYn4zuypwFeATed2rZNPzgUcPHPp+wBVm9ljgmsBborewG2L4uEIJPixoI5P9onStdRCQmsNhkdVOQh1kA8vSTBBGRL8E4YeDUckiIia2co6ZtUkqc3Ozb7HGdtHlD0tQc8+o5Qhl+cZmIvuI2lllFc5mOdnbVtk/LHt18DLwHdd7lQXXUPwadWjq0rZyDzTkL8guELKCklL90Xj4+AzVLe5RRKFskrqTYdUH4WtHYehazHMvSDX7em6BaFTr7JFx7Ei3XTdsQ9cpekAhEW0sYCff5+ihzRep/kPOZujLcy2lkW+kt3CsOAEW/QWAufu3mtmNgYvM7Gbu/u+6kZndg6Q43CovutjMLpGZov4QuNDdX2JmDyHNAXv74933ROIrUqM3s/sDP0Gy4j9ZrbshcJm7f2Fg17OBGwOPI71b7zWzH3T3j1bHOA84D+CqsUzW17naQ9LYJhF2l39Grp6G6kF64Ncmyw/60MO7ZI1RCF0JpqFP9DvRzc5lepusap00JeoS0kBYg9FNjxe+Hm0a5B+fiMMPCWe9akhiZGc9gjLisyNMdCiV79Ay6A/G6pB7CnWvKhBhl7XTvO5l6bcOHAqrWa/7bmQTvSwl+U3gLOBgXrYx6c8dHI1jpA4IEp23sMiyiYaj1v4QlW6ibvH8TijnrdFK9Xe3vtomrkfnA/hyGdMBJdwU+vdH5ay6MT4est8vZ2yWix8O/BCAu3/UzN4L/CjLs0GdD7wiz0iFmb0ceCTwOjM7l0TiL8/bvhz4bTO7TZ439nj2PWE4aURvZueTJsI95O732W1bd3+lmb0aeLOZ/Zu7/4WsfjTwmyt2vQx4p7s7cNjM3g/cCegRvbtfCFwIcF2zmJ+7lxAr/qte34U8CiFMJssapE7q3UkE7ZEtQ1iOha63D8vRKBESV8rbNzSbVS/2etG36qGEGaokoiGZ+lH5Jpyq0XNZSk0gmM+LY1rf+1r39WpdOC1b+VbHoYZpat01FHaI5PV/TfQ7i364a41okINcQ7IJfV4Jf3NaGscYibsjTvsI5dRzj9Gok3kZwRvnofexrt8aq/0M0QMdsrIjdxNkY2FexlkcPAizrf54Dijvheayj/XdmISmSHnHgn226G8IXAv4sCy7BLjtwLa3I1neut2jZN3H3X0O4O5zM/tYPs57jnPfE4aTRvTu/kLghbttY2Z3Bq5093dmB+wnSDco1l8NOFvlGDObAtd2908BbwIeJoc8m4rkh1CnKlCZIRBD2FsSYXVRNfml3V6UF/lIzqfaaaDdbv2vCKILglknvUghEcVI1NB0NdVtdwyxYGsdNUaWBsJpGYSvVn+dJ31RkUsX8ifLh0JPydc02hyVAFQaaGR53Iew2nf2wATa0Gn9QKzqyprXgXSNfGrfSqxXbT40+fB/hBO7k7qacg+2F6mBVR9OnPcCsMXy86nXoq7H0LnrsxpEr5JjjAmZ5u0PbNKl1thewFlzaCvTOowNNVC0brRZ9jxOpj6K3b/azN4t/y/MBl3guvn7P2XZl4GbDxzrugPbXWfFuiOtP5p9TxhOVdTNVwE/CVwdOM/MXpEn6J0BT8xdqquSnp+XyK4PBV5cHe7uJJnnnu7+RjO7k5k9jdR7fo27v2PXulAG18SDO2RdkpfHiMsg1I7I2hSa123bFitqT9eEvt4rveoOQaS1xdqRlDjudFvobx/r6y79WrVelw3lNVHiDwtOGwWdODoif7pp6sKxmMtbUHwlQ4RVE34QiZ7jbmizrrCj/+kTbljJc5YJRmdMgr4121CcrkHyGxRH9oHNMgYjwiTj+msDG9KHlhFlDxkjVOtrhHNVn1VFkx+2IPu16fIxPDeEflm/x6dhlnXivnhHNALqWHCUFv0X3H3IOh86rGLVnC27ZekeWjek/h7LvicEp8oZ+yXgl/JHl/898CO77Pe8gWWvBV4r/y84mrqskkpqSSEsuSb/X7T97Jb1ZBsaEbHX8LKw1ieULvtuIX9QLLb4PdSj6E0sLd91cqohhBU8ZA3XWrzqwvW0jBGbHTr+fE6XLCvG8rYUx/OqNyVe/oai//ZGiQ5IOUM6cS1nDfkQog61PBHLYnuVbbr4+Um/5zMka63JtYFixev5qzykPTpdpkQb5x8+mLDgD8/79xzEYT/wnKkR0DnvDxXLXhvDOKTem6Foq2PBPko3n8vf11jxu972GvL/GsDnV6yrj3M8+54wfEU6Y08muhTA9LvNISmohdnKZw69mG4o8g0Ua2rIolc/wFr1vZ6Ptz7pE/OQ1RqSAxTLrSYsoIuHXp8nR59G2TQNeEUAoasqWUTXP1I49yI+RJ5RxLLJpET8rE0K4XfkKw2mKgQaXrlXBOnXsk4t10Q+du291dJJnb0zDN64xmEYNGSpBiFfIc2aRGsfTkRlrbE8mjqOH1lMocTiq7Sk5x/3JnpZgbrHpg2++nQ00qd7rvI937msyG7aIOmYgKjvnuKaj4B9JPp/Br4I3IRCrDcH/mJg23fl7ZDt3iXrbmBm06yxT4FvrNYf674nDCPRQ5d9TxFWXlj2OuIqXvSWZOH41nLObhDNV7qwS3IMhRy6cEqxhCOWfShyRF/CiMBY0M+LHgTRjdZsy0jYOvVvIIi/lnZq6Qf6oZZK9pNJsiKn8+LEnc9hI+fmiaRsnXU/S7ns55Th9VGcygO9LKAr6gaF8BcDZK+ORdW6lUzriJK16rvOOa8WN/Rlu8FY/6Z/zTTlgp5j1LP234QDWAcuadkR3hjXQnswGlnVOewrB35cz9DpexFKW0ljjfejJvShxulYsJ8pELLP70Uk+fdtZnYOKQLmQWZ2M+AFwPe6+w4p1v65Zhbx7w8EnpCPc3Ee3/MA4GX5+0MSNXM8+54wjERvfeu21r0Xi5y+mGJpqfNwm0QmkxwloU6uLgsj5WVQLT6gXXB9+XXAkko50He8qnW8oKRJ0O51SAoxwGVnkeKm1ybpWEPW+E5TGgRFbR3XdVzLkUjTad/JeXhWiF7T8W5t5fpvpRNo6BNITaIDnZtdfSEqwWmKYdXGu/OmT6phrcd+NeGrfFHnwQ/tf7JgMO1DT/aS8urIL6BLuleTqh62zWU2lN5l54ydFJKPKClt6KM+a5P+cwhZo8+NRMTwMy8dscH7sWL50eAExdH/rpldRLp0D3D3z+ZBTDclTy3h7m8ws28iDdQEeLHEwQPcH3ixmT2cdEvu29X5OPY9kTjjiR7rSySaOjgsZrIFrClmVUONF38dupStdVpbKKRRP7xKEiYvWOjctVUfWu8S6csxY6aqup512Rui7w8565oF7AwQverx3bbSyDWTsm3o4NEgzKJhaJaPyyyVuWrykN2knCFSiGXqc1FLtE7UpY1J3NNYVhN95L2py4uGtBeZtSg9pTrJXBDsZFHkoDq6R5+hXn54+rp4kzeO/zvtshQHqaHVlM0930GTHLNNk+quk6IcnpXZynbaftRUPXHLfmA/iT7Htj94YPlFwPWqZc9hOb4+1l0K3HWXco553xOFM57ojULyKkNoKBqkgSxhBWreeCiTLM9I0RYRK67kpARRvwRDURUKzZCpMyNBeYE3NrOVvOhbpUMvSt2jWM8kNHh9suUXVnl8R9kRax2kPZ0mkq/loGiM6tBM6MsEUJy0tSygJN+znKs66//aiq9zxyuB1lJRhEhqOuMID9Xya8djNLJNHZkllrOGoEaitp1F8RdB35rX4we5R13Dj6TL9eR2pEyVumISd9Xgw5qH/jiKmJA+/i8W6Z0IX8YQ4hYfD+nvs0V/xmIkeiuWfMQ8B5FquOJ8nkIoQw6Z09fAoUx4oY65eHH195EwpKdC6W4HYagzr21h+2ByluWe9ZK8EKgblXou25480MJatjQjZ87mvFismiwtcrrXPSR1Vsdctzpyt4706JaH07eq/yqSrwm+OzeWSb5uRLRXNaE/BV+d7mGxSDJdFNhUx4fcKLXQbpX7qccK1LKYDj0Nro56KeEvKNZ0lL8uy+trEdlDJxFB0/Qt+i7jaiXlqb8oemSx/aRJx62lL72WDfl8j4Gxx6Rm+4cznuihn/NFB7boEPLJBGxerKaYkKE3ojF/NvLyKX1SjYc+HL/ahddQQe1m60AfWLYMa/lmPk+W1pzirINCGtGlD80XWV//7g2ggt5k0dEIHVz0G5z5pKTWDWu1i61f9KOJNCppe5EakNoBHI7FI41HWEXyuq6l74CtQxjj9wR62R41D1Bo7pCucztQzoLE11FGWPZt20+THPdOyb4NK4LiiKUs6t0TlUyUS3WbWuOnTY1zWPJ1NsyI1NGYeW2wlfgnk9T7Uqd01GedEuSw1sgJHCVGot8fjESfEQQcD3MQy/q0WDpr8rDW1iH0iRUKqUaI3lCESxB5TwpoJXY57xPkUIc06nFCS91epHlso7p1UjE9h9CsNSsm9GUN6DueF7N+2TUBTOewEHnGJqmya01LkxkkGqaQAw5sFu13kf0COsip08m1cay+VyHuwyqoM1wn7VDpQv0ih8nnWhFiNCC1H8FaQHoxa3Ks+j7G9WRWiL5OU62RODqQayjccvDaiP+p/nQ+AzEgduSZ0zqqE1nL7calSO/zWIh+nHhk/zASvWBogFLbwuEgaIpTMwi+lnA28+/4r4MNNX49EHKATthBtuZDC9cMjOE4C61enbfRODQN+JfTdkEE9QCXIM+FLFOLsI4rDyKMc2er79zTXsZ0WqzGjpjzCRgLprS9hiny72iUTi8kMZN9JGE7knWvk7ZonLdX3+oz6Sx5hvP7QJGmINXZmkTiUc6OfEJC6RqYbKk31TOmEkkzL89gm6WW7Vw3jbjRHkvcw9oReiSyj9BXna9W4+c1nHJH7skQNPdPhH3WstdSQvI9YrTo9wcj0VdQaUVfxrBeAvEyzymkr+uD5FUy0dj4QBBl25Zj7pB2WsuWoGrZ8QLF/8kE2skyAS4W0F6Wyp3R15E1ThsKUdTWvBK+NnJdDPmslFnnwZlOk1XftvQrNplgLJhM2p5vpKf9TiprMFcyyH4v0PkEVFJQUlcLtLPk87nEhCzrtUYfsl7uZa2JyRnD/6XKXWOyBl3m01UDzULOAvEH5OcipHu9N2HRB7HX6QiG0Ml3izKrlWYe7bYTou+N1aiuvxoAXc9I7mvdgz0ajBr9/mEkegp5hO7ci+6ouqtrVVc9pA+NfAji0Fjtbv9JX5PdXvTLWBrIs0iDiYIQOmfgYjkOOiaPCJJoW+BQv2tdW+ndNajWaT3iXJu83ZQSq9/MYTIrRBFkPZtlspxHKOVi6Y2vrdu6YbXq2u8lgVnNKXHOC/r3NSKjdDDZBLqRw938spVPoZH10fjXEU6a5jos7s4B3C61e0tjGKJnEz2GKKMexxHPnJJ//UJ3kpcs657bRSF8JXrtTYXDPSTBpd5Who510PQXdQ/2aDES/f7gjCd690KMnfNTrKpVKQwUrXzixQ7rubZK4iVQdOVRrMKwDLehi+NXiz5kkVrS6erUlvVreSCSjupcpcVDXxduBtYHqczz+sNCFFtb/VTGMRH5AZI+H3Hk2hjVkUUKjSpaa+hGug4RQC1Z1NE8OoG2npda9PXoUJXxdiMsjcHXhrStPkMx9EPO9fm832MIg0HDQqOXpuGgUW7IKGpp1/XaaftWfTSmmghNfSmHZeKapfsW13bCUk/tWOeMHS36/cMZT/RQHE7dAKlqXf1AQ5/slSzVulrQf1B7MlDTJ+rYNxqJiNrYIDulFrB2qP/yBLnHMWNmKSWOTi46BFvzEnYZvQ0lp/qlCkKo39OwHMNK3V4kog/H8YbMcBXfLvXUMMWhMNKoe506eTd0vZb8o4v2oB+5E3KKEt9EP7lhGupR1IPKamdkfd0CQ9e227/pPw/Qv6dB2nqcWoLT+WxDzw/Sn9B/JtWxu7NIUtT2PDXQnb9oWiKlItdR7bSNAVP1ta+d2Mdr0Y/O2P3BGU/07qVLHuQD5eHUPB+BpvpWqPVW51Lp9q+sxC7jIkX3n1fHaIHJHDbFYp7Pi6PQmiSVqGO2Dt+EJLVo/dW6D4Kqk67VOUvqPDDb9EP2Ds/KYJw1aXhUr1Xtd2dRrnMdXrkX1Pejnl1qQiGmpi29gm57ijW6ipTqeun9a9qil8e1C4Ju5NPVt7r/8Qw08l+30Z5hS9/SHcqP38kocdzo3bE8Ylutd/L/euyATlgzm63W6us5eetxFEeL0aLfP5zxRA+FYHQKNe32r3qwI0pDrSboW0+9CJY9PLVhsYWTV4+9BmwI0W9uyojGsGAneYajzX4Xu3cO8/4LFHq1Wu9DVmpAoyu6FL5t6ebr8PpJjg7Sma8g/dd5bJXs96LFDyGIrZ4Yu7OQoyHJXS2VMoa4SCWmOI4SfpRnLd0gq/paqXYdZNhdRyH56L3sRorqNxm6RDrCuvYFxXnEjrH/oqULfYzrVE8uX78fESVWy1B11FrdYB0LRqLfH5zxRK8avU7OrCShTiig03kjSkOnnatJQ0dmRjm1Rh8Jo2Lb2rJXK3FjAQe2Svc45JopKT9JvNzTKRw4WMqIngpkqaTqE4fWq6gHe8Fydkcle50AJSYJD0T4pDagYSHG97ZY+KsIP6ZlrBH161nyk355Stqm4awUogrEthqBNSQzrTU5E1auVp14rKFMDj6l+Cxq8usS4ElD0raVvk//GdGelza+kyYN/KvPfz5P560pmiH/npVEaOo3iH3jOwi+WybXvtc7OQ5yD4wW/f7hjCd6yIRSvfRqeW3P+ySvBD9k0QdiWZdjvC2+AI1wgH6Wy6hO7DehxH5vAocOpf0PHCzRLRHRE4QVo3zV0layi8aFfGxNttZZn/STeq1KKjahXK9oMOvIGR0RGuetM06Fpaj13GsoZaCWDrT8tSZd1Ihcit6P5q+PeoUuDQOEXMl7TZOIdZqPo+RLvnZB8nnc2NJsXzEtYpSvH7Xg46O9Rb0/cc+0NxXXWxvNmL4wjtXVd1Hub22wtAO/e708Oachy/5YMRL9/mAkejLpQUf29cNZSzdq0Ue6AyX6WA/FEgunZTjAopyeHEB5geMlhDKoMCz8GYngr9yC2cGSCbLuKah1pXp5hO+tz4v+ri92zzqUdXUDqARVW8PzeSk7pJvtyhGtUkBEdqySyurzWpJemuVtlhyyct0jwqTOJgnFktec7npues+6QWFZFolqaN3U0Vvfo+5YlUTSNXYsh7oGNG4+CD8mrqlDG5uqxxCTkkN5zsIo6a5hVV6P2FdtM9BgHQ9Got8fjESfEWS/My/ksKTT523jhVLrG/qOzYDGUG+LPBTpY3ebiQpKmZG7ZpY/W7PkmL1iq08em5v9BkS74uuTRLZdCFwQCn05IBoqzd6o0UJxTfQ7EATatslaj2upFn6cdz0pd0g3KtvUzs9e3p/hSzaILoJHCF+zgNaNfSwbIiutU9MUQp20yxKM+g1q56T2HOK4h+f9BnBBkWwUQ3MMh2yjIbh1z1HLWsxLZNiqxgSWeww6w1V9D1TeijEix+OMHaNu9genhOjNrAEeATwduKu7f1DWPRe6wZoHgUfn2WGekf9/Brgj8AR3/2h13OsDbwA+mxe9x90fv9d6hWbb5QyprNSWEr6mo161AVjI71i3IOVHmVPmmZ204JO+FjtYJ/kdx5mRbtzmFhzcWm6Y9OUOS1YTjCn5t3M5X/oWqBJGOPeWrklFbhq9AannEY1a3VCo9VqHWypZKjSWfj+gI5M78hICjvoMzasb1xTEsqf/PRhdU13DKCsau47k2+UQXagGJzEcHqqjsKNHVTtW9ZRiXIQ2+lEWUlaEba7ruoFroxLYGHVz6nGqLPpzgb+nyoBhZncA7ubu5+b/7yOR+t/mbX/O3d3MHgs8kdRY1HiGu7/0aCukZNuSiXrFUxY6rEobeiHr3Vokh32WbiKcU8teFTMe3feIAT9M0uq7pGBVBkJY/XLVOnacj2ZyDClEB77Umm9NGkPOUyWxnQHLrpYplOQVNTFGKOKRZAGPG3kE9IiZRLiRg38yARYszasbUOlqjeW6K9mrlBTrdPL1cEJ3oaaxHf1nqpbYNLWD+gA08iYaIg00iGOo9FjPWauhotAffLXq0tZTFx5rFFWc+4jjxykhend/L4DZ0pQF/wFcxcyiXg58PO/zNNnuRsAlKw7//WZ2beDqwCvcfdV2g2ir7yPxhL5kCtVq9UXtvttljX436EhWjaneqYhyVbTK0GTV8Tsqpc7WOt9P7dzU6xLnUUPPcQhD9VYL+1RC665Sy6rJtgNLYyZYHnil6CQjKTe+V0kpQwiLu3dfpcxaAtut3nXDAiVefyjNwiq0beodHevI2KjLiOOHudfq30ks3OxS4Psq6eZngW8l3eOPk6z47bzuJsDPANcG7ufuV1bHOwu4vrt/yMyuC1wE3Nrdv1xtdx5wXv57C+CDnDx8NfCFsayxrFNc1sku7ybuftWj2cHM3kCq417wBXe/x9FX68zASSN6MzsfuDdwyN3vk5ddihC9mf0P4FFxw8zsT4A3uftvV8d6KHAPd7/vEcq8CPhZd//rXbZ5t7vf9tjP7OhwMssbyxrL+kop72Sf24g+jqNTdXRw9xe6+z2C5FfgGyiOVEiO100AM3uiLP84cMO8fGpm18u/f9zMvjn/Xge+Hrh0305ixIgRI/4L4lRF3XwV8JMkHf08M3tFnon9pcAdzeyXSXLg1YEX5t1ul5dfAXwL8NN5+d2BnwDuCXwSeIqZXUzS8Z/q7p84KSc1YsSIEV+hOFXO2C8Bv5Q/uvwK4EdX7DMo07j7a4HX5t9vBt58lNW58Ci3P16czPLGssayvlLKO9nnNkJwSp2xI0aMGDHixOOkafQjRowYMeLUYCT6ESNGjDjNcVrlujGzryHp/ue6++3yshsAzwbeBdyKNIjqNWZ2HeAlwNuB65CyGjzavT+20cwuAO4ii37Z3f9yRVn3A34AuBi4HfC/3f21ZnYX4LeAz+djXAd4tbtfUJU1BR4PHAK+CfgPd//5gfN8LHA9kmN6A/g50ninwbQS1b5PBK5Pip8+B3hYPR5hYJ8DpJHMb3T3J5jZg4FHUuas/n13/4O91NOPQis0s+8Gfgj4HODu/ovV+k3Svf1UPpdn1Gkx9ljOzwOPdfevlmWXUiK2PuXuDxrY79akoIBLSPfrqe7+ryvKWLmtmd0GeC7wLnd/wor9bwM8CXg3cAfgWe7+d7J+MK3Ibs+5mb0HuFyK+W/ufsOBsu9FGm9yAPgu4HuAh9Rl5W2fyylKYTJiF7j7afMB7gN8P/BuWfY7pJcY4NbAP+XfXwc8QrZ7H/BtA8e84CjKejDpZanLujFp4FZs93vA2QPHfCrwnfL/lgPb3Bq4WP7/CWl8wq1JDdmlwC1W1PlrgC8CTf7/58CD9nBdnwO8DHi2nOf1j7DPYD2P4l4eBD4GbMj+d6u2eRLwM/n3NwNvO4Zn5i75/L6wl/tebXNx3Nf8LPz5sWybr+fT4vqu2P/1cf3y/f7Lgeu9dP93e85Jgw71OjxloNwbABfK/1uQot6GyroD8L4VZf0CxSf4WOBFA2VdH3jw0d7D8XPkz2ll0bv7H2frWfHvpJG05O/35G0/DbwIwMyuClwFGAzFzBbfYdJI8N90962hsryfY6dL0+BiueQRu5s+HPb5QOBfzexbgGsBvzmwzY2Af5P//0IiwJ/Kxx86hcAWKXfV1YAvk875Q7vtYGY/Rso1dMu8feCnzOyzJEJ+gbt/cS/1BP50t/IEdwQ+4e6H8/+/Be4FvEm2uRfwZAB3/4CZnWtmV3P3y/ZSQL4X9wN+Dfif1ervMLOfAa4KvN7d3zFwiHOAsOD/BbjrLsWt3NbdX5p7jrth8DmWYwymFdntOXf3V8mm5wOPHij3fsAVuXd2TeAtnqLbviJTmIwYxmlF9CvwXOBPc5fy9qTuZgczuz8pDv+Z7v7Jgf3/CLjU3a8ws0eRyPdhqwrLMscFJAtpqbufy/rdFbtfnyRRPC/LFq+mLxtBkqB+NcsWh4Hb0ifUlXD3y7J08yoz+wxp3MHHdjmXmwM3c/cnm9ktZdVfA69z98+b2T1J1+hu+1XPjOvQlxUuy8v2ss0RiT5LHb8CPIFEKjV+zt3faWYHgX8ws+9z9/pavZ2UruN1pGfrLDObuPtQdt2j2XYITwFeaWY3JjWC/2uP+wG7P+dmdkPgMncfSodwNqlH+jiS7PNeM/tBH5DI3P1jZnYh6Xlogb+iyJV1CpMhierzwC+4pDAxs6UUJiOOHmeCM/alwO+5++NIXd5Xmdk1Y6W7v5KkOz4gk1YP7v4hT/H9kGL0d7PacPcr3f1nSST/ljxCFwAz2wBu6+5vX7H7ZSQtHBIxfIeZ9SZ1cvdLSXl6nkrSfD9IsRR3hZndipT1817u/mCSTv8Lu+xyb2BmZk8Cvh24vZk9xt0/7u7xAr8ZuPN+1jPjcyRrOnC1vOxot+nBzM7POVTeSErWeD6JAA+Y2ZPM7Jxc/3fm7y2S7PJtA4f7MdIAvxi892kl7ijLzP74SNvuAa8BnuhJw38k8BfV8XfFEZ7zRzPce4T0TL6TdC//nHS97zS0YU5h8l3ufm93/2GS7NNlmHX3j7j7w4A/I0mBdR2vcPcP5d//TurFnHukcxtxZJwJRP8NJAcQwJfIGVbN7M5mdnsATw7YT1DSKnxttkQxs2fJsc4B/nlVQWb2BCv92U+SEjIdkE0eALyy2qcriyRLhDPsbOCf3X0oe/EX3f3n3f15wDWAl6+qUy7jBvnn9fK+QTBdiokhuPsvu/vT3P0ZpIbnnbm38avSPT+H1OPZqco66npW+Dvg7Nw4QiLa15nZNc3sannZ60jWLTn1xfuOJNt4ScXx3e7+yHxuvwNc6e7PcPd/MrO7mZkmyLoR+b5X9+tr3f0p7v58kkP4D1aUdZ8jbTuEqix9jj9Dcm5f6EdIK7Lbc57XX43kL1KHapdWhPxMxrmQnutVDu8xhclXKE4r6cbM7kyynL7WzJ5CcrI9FniMmd2JZGE82d2/YGYz4Ilm9l6SlWKk6ASA55Gsjj8EFmb2fJKl+M3Ao3YpawP4LTP7V+BmwE9XxPMjwA9W1dayngj8Yra8b8aKUcLAb5jZ20iSyGvc/R9tRVqJrHe+3cy+kRTRcE8zew5Jo78F8JjdryqY2Q8D3wlMzewBpJf5d8zs4/ma/GjerivL3WdD9TxSWQF33zKzn8jH+Dzwfnd/k5k9k+RQfgbwfODZ+frfiF0ktV3O7UYkC/lAPs6vk+71BdlX8nXA/5Ve2PMo9+v7s4V+Cem6P43VWLmtmf045fqe5+4xilTLOo8khb0fuDnwEHd3OcaqtCK7PecADwVeXNW1Syvi7m80szuZ2dOAs0g9i3/M12pMYfJfBOPI2BEjRow4zXEmSDcjRowYcUZjJPoRI0aMOM0xEv2IESNGnOYYiX7EiBEjTnOMRD9ixIgRpzlGoh8xYsSI0xwj0Y8YMWLEaY6R6EeMyKjTOJzq44wYsV8YiX4EAGZ2ezN7q5m9w8wuMLPnm9kfyRD8oX0eZGZf2sOxH1P9f/fxkuFe62tmVzOzQ5byua861kEzex4pO+N+4OvN7JmSJmLEiFOKkehHAF0Sr7cC73D3C9z9p0nZCu+9yz4vB/5zD4d/TPX/dity+OwZR1HfB5GScZ23y+F+g5Tm4PMAuQG5af59LTMbnMRll7p9AriIlMV0xIhTjtHiGLEbrkXOBplznUxIOUwud/dn6oZmdhXgVcDfADch5RL/KzO7L3ANS/nWP0zKif8bltIw/0re9sdIsxK9jDSD158dqbwj1VdwDinf0SVm9nh3PzRQ73shWRZJeVYicdctgQ/scn43IU2A8gHS5B9Pzyl8X0/Ke/QLXs1aNmLEycZI9CNq3N7Mngr8d1J2xDeZ2d2Bb3X374XO4n2ju18s+7XAr2fyuybw/4C/cvdXm9kzXaZNNLPHkYj9EaRZiD5K6l3+TSb5vZS3sr5Szh1Is059zlJq4gcCF1b7fyMpy6bnfc4mTR0Y5HxL4P2rzi+XOwdeQMoOOoOUrjrLU9elZJ0cMeKUYCT6ETXe6e5PN7O/AX7NzF5GIruDlvLSQ5pA5NrVfgbcxczuSMrzXq9fgrv/p5m9Hrg/KfPn/8mr9lLeyvpKVseYHelcUgbN81km+g1SoxM4l0TsgduQLPlV5/cikkX/NuAjpAk6Atv001SPGHFKMGr0Iwbh7n9NSmV8b5LV/bmcr/0ZpDS3H6l2eTjwde7+dNKsXoodSxiaROIFpPS6t/I8Hd4ey9utvpjZ1YEvu/tTs4b/MJKEVDtl/42+E/ZWlBzq55Ame//ALud3B9Kk5HcgTZTx43lfI03b9+nd6j1ixMnAaNGPAMDMbkvJif497v6XJGfiy/L3P5jZr5Km7vsq4Elm9iDg6mb2SJKUcR9LE7V8MS//YXf/E9IEIc/O5byZNKnKI4EneZo27nLgLVGXnAP99nV5e62vpblR706SVGL7m+Z6PcvMHuXuH85lfcbMPmVm13P3T5Es+pmZvY9k2V9Cmk/2j4bOj2TpP9fM/oVk5f92LvJc4K05L/+IEacUYz76EWc8ck/jp0iNz4eBb3H3y3ffa9fjbZIknad6mlJxxIhTipHoR4wgTdtH6uG+yd1vfJzHuh5pasIv7kvlRow4ToxEP2LEiBGnOUZn7IgRI0ac5hiJfsSIESNOc4xEP2LEiBGnOUaiHzFixIjTHCPRjxgxYsRpjpHoR4wYMeI0x0j0I0aMGHGa4/8D9Pmvt/hEKrQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the dirty image, dirty beam, and clean beam\n",
    "npix = 64\n",
    "fov = im.xdim * im.psize\n",
    "\n",
    "# dirty image\n",
    "dim = obs.dirtyimage(npix, fov)\n",
    "dim.display();\n",
    "\n",
    "# dirty beam\n",
    "dbeam = obs.dirtybeam(npix, fov)\n",
    "dbeam.display();\n",
    "\n",
    "# clean beam\n",
    "cbeam = obs.cleanbeam(npix,fov)\n",
    "cbeam.display();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c53ba355",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean beam parameters: [28.5 uas,20.4 uas,20.0 deg]\n",
      "Nominal Resolution: 24.7 uas\n"
     ]
    }
   ],
   "source": [
    "# What is the resolution of the observation? \n",
    "beamparams = obs.fit_beam() # fitted beam parameters (fwhm_maj, fwhm_min, theta) in radians\n",
    "res = obs.res()             # nominal array resolution, 1/longest baseline\n",
    "\n",
    "\n",
    "print(\"Clean beam parameters: [%.1f uas,%.1f uas,%.1f deg]\"\n",
    "      %(beamparams[0]/eh.RADPERUAS, beamparams[1]/eh.RADPERUAS,beamparams[2]/eh.DEGREE))\n",
    "print(\"Nominal Resolution: %.1f uas\"%(res/eh.RADPERUAS))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2553cbd7",
   "metadata": {},
   "source": [
    "## Set  Up and Run an Imager with Complex Visibilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "664a6c98",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9822339284\n"
     ]
    }
   ],
   "source": [
    "# Image Parameters\n",
    "npix = 100\n",
    "fov = 200*eh.RADPERUAS\n",
    "zbl = im.total_flux() # total flux\n",
    "print(zbl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "403b18ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set up and display an image prior\n",
    "prior_fwhm = 100*eh.RADPERUAS # Gaussian size in microarcssec\n",
    "emptyprior = eh.image.make_square(obs, npix, fov)\n",
    "flatprior = emptyprior.add_flat(zbl)\n",
    "gaussprior = emptyprior.add_gauss(zbl, (prior_fwhm, prior_fwhm, 0, 0, 0))\n",
    "gaussprior.display();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0adb29f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing imager data products . . .\n"
     ]
    }
   ],
   "source": [
    "# Image total flux with amplitude and closure phase\n",
    "data_term={'vis':1}              # data term weights\n",
    "#reg_term = {'tv2':1, 'simple':0.1, 'l1':0.1}   # regularizer term weights\n",
    "reg_term = {'tv2':1, 'l1':0.1}   # regularizer term weights\n",
    "#reg_term = {'tv2':1, 'l1':0.1,'flux':1}   # regularizer term weights\n",
    "\n",
    "\n",
    "# set up the imager\n",
    "imgr  = eh.imager.Imager(obs, gaussprior, prior_im=gaussprior, flux=zbl,\n",
    "                         data_term=data_term, reg_term=reg_term, \n",
    "                         norm_reg=True, # this is very important!\n",
    "                         epsilon_tv = 1.e-10,\n",
    "                         maxit=250, ttype=ttype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "075a4a57",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 1 \n",
      "Imaging . . .\n",
      "time: 1.479664 s\n",
      "J: 1.942313\n",
      "chi2_vis : 1.74 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<ehtim.image.Image at 0x7f2d256e83a0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# run the imager\n",
    "# NOTE: show_updates does not display well in jupyter for some reason\n",
    "# try using show_updates in a terminal window\n",
    "# but here we keep show_updates=False for speed\n",
    "imgr.make_image_I(show_updates=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e7d67e16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QkSfl5D1ZRK602xuDcweIyEUi8lMR+ZGI3M87d5yIfE9ELhSRn4vIPwdl14nIN0XkYtuPhxa7D+0hSfRNMAhk1M1raCa5NwujMOhoRbJfPveqch39aYCo6iNF5IHAZSLyYFW93c8kIscCLwMOt0lXi8h1qnq+Pf4SsFFVPysiL8a4gD/cnjsTeJaqXiUiewPXisgfVfUb9vy/AVep6jtF5GjgGyLyAFXdVeWFhhgEHusY2rk5tcjWq2hXmm+m1y/qftnr96lTKCqTLk9HwmokehGpAScAnwFQ1d8CVwHPj2Q/Cfiiqk6p6hRwHvByW89hmAHgPJv3POBQEXmYPf6kql5l29gEXAQ8yZZdh5kb5PpwETANPK3InWgHy/G9KoR2QgHkTTBaavTKD1x24OiVfi8lsihreRI8VDxh6v7AnsD1Xtp1QGzS5FE5+Y4C/qCq0wD2/w3uvKqeGdQ1Btxh9x8K7FLVmwv0oVIk1U0EndRNL6URspsTmWLXWVZNE/ZtuZDdcrnOYijsdbNeRK7wjjeq6kbveC/7/24vbRtwSKSuvSL5NmScC8/PQ0TWYAaGV5UtWzUS0VeAXpM+e6U/eROnyDjXrD6HRIbLAaV09FsKhjTR4FiiuRbna3YuVs8HgHer6h9bKFspeoUTegZLcUM62Ua3ftAy8XCKnCvSXnp4lwMqU924mFdrvbS1RGJh2bQw3x0Z56L12MCJM6r6yaDe3ZuV7QTSu+Khn29GLxBfu8HRWlWZdfu6EzqFSnX0NwJbgQd5aYcAl0fyXp6T73LgfiIyCmD/H+jXIyJPB44GXmuPD7Knfg6Mich9CvShUqR3xKKfb0Qn+t6qaqSIv36RAaHsNSXCH1RUQ/SqWgc+BbwE5sn3cOA8EXmwiPxQRIZs9rOA463f/RjwXJvmQq5cgwmhjv1/rapeaev9P8A/A68GVonIauDttuydmHDrrg+PBUYB57bZMSQdfRdQlX65XWIrGlyrFdIN68jKU7WP/XKfcTtY6Igf/VkichmG+45X1U12+dKDgRFgTlUvEJG/AC6x5c7xfOgB/hE4R0ROwCxZ+mzv3JeAfYAtXtqPvf1XAp8TkYuBIeDvrAtnR5GInuqmoi+lRLmUbbUzXb8ZWRfxrGnFWyeR/aCgulg3llBfFEm/DNg3SPsw8OGMem4ivh4GqrpvLN07vxX420IdrhCJ6CtEljth1vlW0C31RLuDWVGPmbx7VobwE9kPAlL0yqqQiL6DqPoRrZLkux0WIQuxwbJIWlY7iSb6HekXrAKJ6PsA7ejI+w0xiX65x8NZvkgSfVVIRN/DGGSCL9JXR/JZevtEAcsB6VeuAonoexCdDg/cTbQS8AzyST8rf5H2i5RJ6BbSwiNVIRF9D6EKQ2cvo1ZgP4RvBO40EScVUS8i/RpVoCeJ3vq5Ot/SOVV9gg3xeTrwe+Ag4K1hHGlb9vnAERj/1htV9ewl6nZb6AeSb6etGLHXgn0f4etdlPCb0UIRV9FE+L2CpKOvCj1J9MAFqnpakPZ+4Aeq+h8ichxwBvACP4OI7Ae8AThCVVVELheRC1X1d0vS6yVGP0vytcjmkEXyS41E+L2AdPerQK9yxaEicoqInCYiT7VpTwUutfuX2OMQxwBXqqqLEHcp8OTOdrV99OqP4KOKODQxch/O2WKSfx7a1d9noR9+n8FFZbFuljV6VaL/gKr+zMae+ImI3IOJ2XyPPT8B7CEiw6rqW2v8PC5fLE70icCJnen60qAXyKdoH0L1jCP4kPAd6hgTnDvXC69xr/RjeSGpbqpCTxK9qv7M/p8TkZ9iIsFtBnbDBOpfA9wVkDw2zwO84zWY1V/C+jcCGwFEJC/udMfRC4QN+brrVj1l/LxZ0nyYVnQGbrvqnXbCOiQsEVRhNnndVIGee9ZF5GAReamXdBAmxOj5wKNs2qPtMSJSE5H9bfp3gYeJiAvk/yjgO53v9fJB0eiUzbZh77+vqskz0FaNpMLpA9TrxbaEXPSiRD8BPFVE9sFI5H8Cvgh8G/iAXb39QIzRFeAhwBeAQ1X1FhE5AzhTROaATw+qIbZqFJHmi7pE+udD4vYJPUbu0NvSdlLhLCEUmEt3uwr0HNGr6m3AP0RObQVeFsl/NXCod3wucG6n+lcl2iGzpSDDLG+ZrDxZeYtI+CGW6vVu5T4msl8qaJLWK0LPEX1CcXSS7PNIPo/ss7xswuOsfvs+FL1M9glLBE1EXwUS0XcJVRFLJ2LhFyH5GOlnSfJZ+R3qwX4Rh7lQqm5Xyi5L9i5voqEOQpNEXxUS0Q8IqiL8mEROxv8yA0JW38IYNnne0Z1WmbSqxnFlEyqGkrxuKkIi+i6gk2qCvBWamiGP5GPqF3L+F2k3VNHECL4MgXZTd54IvxNIEn1VSES/DFBW2m9G7Flpfnm/3Vg/Yq9v0bmOrnwvGkV7sU99i+R1UxlKE72I7AWsBG5T1enquzTY6KbRL4/wsyTyIt4ysbIxlUzYj1jfmuVrpptvh2ir+m3C+5DQKpJEXxUKEb2I1IB3AS/FPMezwCoR+RHwWlW9uWM9TFhyxAg9Nos1y8CaJ21nvbZZ6ptY3S49q65ekqqTSqdNJKKvBEUl+n8BLgPeZ1dSB0BEDgfeIyKvVdVt1XdvabBU7nW94sIXXm9RaT5G9i5vnktkEZfJ2PkYYfvEmafCKUP23fjtE30VgCrMJWNsFWhK9Faa/2RMalfVq22AsD0xMWj6Fs10wssFMX17GKYgjCzZzHOmDNFn9cnPVyXZd+u3LWqoXvZIEn0laEr0qloHbgYQkQdgokPOAC8E/ktV/wjc1slODgL6cbDIkup9yd4n2Sx/+FYmQeXdr5Dsi9QTfim02oelop1eUj91DcmPvjKU5Z9TMYbYjwD7AO+svEcJPYEsgh9loYTvS/eQLc3XMYadrAEgq908IzDBcd7DHCvbSr4idVSFfhQOKkcKalYJyj5LVwG3Ager6puA66vv0uCh31/YZlK9Qxlyj3nX+ISdZRfICoRWhOyLXFtCD0FJRF8RyrpXPgT4OPA9EVkJ3L/6LvUWlvvLHyPfmGExRu4+yft5Qx27X6d7IPMGkGFbd9gHX5Xk0mLXEkPWuW569iT60uRHXxHKEv3pmKX5PgU8Evh+5T0aMAzSQJGls24mwUM22fsIQxiHbfgDSMxAGxplwzby1DFhH/1z3aCaRG8kr5sKUYroVfW3wG/t4UUi8vTqu9Q7GCSSDpFFtnn5Y+Ttk69P8rPEST5EqA7K0v3PAtMslORnvTpiEn1R1Y4/MGSplJZyEEgk7yGpZSpBKaIXkSdgfOrXA4JZGOS/OtCvgcBSDhRl1BSt1uuTOCwk+FCSz+pXrI+hsdc3+Lo8ro1pYMr+d9uw126oaorp9MPBKqvf4ddBUtUsMZLXTWUoq7o5HjgGs7D2R4CTK+/RgGCpSL5Tr0FMcneoBekxnXzMo8YvH5PkR4Gx4P8IMGTLzWFIfjswCeywdfhfD7BwwBinMXDAwgHDbbHByl1fIvguIxF9JShL9L9R1btEZFhVZ0Rkj470qgfQ62qbZo9/WdVMXj2hDj5G9DHDawwxidsnZkfy4/a/I3xXbgq426bvsMdh266+ccwnp0/0u2yZnfa/21zQJv9rpdMknyisABLRV4KyRP9YEbkSGBORT2MW7k4I0MlBYqmkS0dyMZL3CTCP4GOG0TzffJ/o3bbS/h+xZXbZ47AvdYyk7+JzrGDhlwE0vgh20vhKiF27qzuRfJehyeumKpQl+udg3pfLgBOAD1bdIRE5EHgv8HNgP+BOVX23iJwGPM7L+j5VXeT1IyLPB46w/bxRVc+uuo956ATJt/KolzW0xlwm3X/f6BnTdeeRfGgE9Ul+NNiGMYQeEv4qGoPCSmB3jIFo9zEYHwepmRXntm2Dibrpr2DI3D3gdYzU7lRBdcwD4l+HrwKK6ee75YGzbKGaFh6pCIWJXkR+CfzC2/4T+CfgfRX3aR3wZVX9hm33OhE5H0BVH9ekj/sBbwCOUFUVkctF5EJV/V3Ffew4uuXSl0f4YVq4T1A+5t4Y08vHJHlfmh8DRmswbJ/WWg3GxmDtWkP0o6PmC3/NGpiYWMwN9TpMT5vNGWfnbN+VhurJGXUd4ee5XbaDbg4WWb9vz6LCNWNFZAw4CzgY83O/VVW/l5H3ZOC59vDLqvoh79wBwGdtHXPAi1X1D975vYHPY0K5vyio9wLMI+0wqapPa+/KmqOMRP9YzISphwD/CHwJuJaKiV5VLw+SapivckTkbZiv9yHgE6q6I8h7DHClqqo9vhTj91+K6FuVytuR5nvthQv746tKmvmjx85nqWx8kvfJ3unoVwHjo4bk3TY6aoh+zRpD9GP2tRkfh9WrWTBZcmbWuGJPTZltaBJqswtJfsrrU0w91c9o9kxW/QVa+T2rVkd/GiCq+kgReSBwmYg8WFVv9zOJyLHAy4DDbdLVInKdqp5vj78EbFTVz4rIi4GvAA+3Ze8PnA1syejDppD8lwKFf2dV3aqqP1LVj6vqPwFHATd0rmtg/fS/q6rXA18FPqqqZ2ACq30iUmSDPecwYdPCek8UkStE5IoOdLswmnmndBJ5P3xWf2L9zVPFhCQeI3Lf4Bo7Hq0ZYh8dhZHRxv7oqJHsocEFo6OG6FevNoPAqtWw+xqzv2aNSV81btoe99rxo3KG/vv9irwBeSnaraRt515ZQQgEG4X3BOAzpmr9LSaky/Mj2U8CvqiqUzYs+3nAy209h2EGgPNs3vOAQ0XkYfZ4AjgO+E2LV90RlFHdPNDeHABU9Xci8pDOdAtE5GjgaOB1tr1rvdMXAm+MFNsMPMA7XkNkMFLVjcBG246G51tBWZ14J9EJH/pYvTUWS+p+eixvLDjaCIZ0V2AleLutwEjro1air9Ua/+esOgaM1D7iSftg8rj3f3a28TUAJn3XpJHkQ5/9cGump+81yb+XBim/Ly3fo+ok+vtjwqn78bmuA46M5D0KI7X7+V7pnfuDW11PVadF5AZbz5WqugVARLL6sUpEzgP2B+4E3qmq17R0RSVQRnVztjWU3orR0Y8BvxKR8YgKpS2IyFOBxwCvBe4tIvcF/kFVHbkfBNxo89aA/Wy8/O8CrxERseqbRxGX/DPR6Rell0ghBp/MYvpcXz0Tm8kabrB4MHDkPsRisnfG2GEaBO/IveZ1SOuGwOt1k8+pcl0ZqZn6tb6w3K5po+LZsQN21hd+bbjJV2Hf3bVXhUoIsEm9A4Fyxtj1wRf6RivQOexl/9/tpW0DDonUtVck34aMc+H5ZrgR+LSq3iAixwEXWyH6zwXLAyAiR6jqVUXzFyZ6VT3aNrA/4D5fDsPor+qqenCZjmbBfgJ9BbgCuAgj5H0SmBWRj2Gk9kNpjLAPAb4AHKqqt4jIGcCZIjKHuaE9YYhdKoIv8rKXJQTfP92VH2ahiiUket/rRWgQu/s/xGLyd4Q/glHZ1GoLCd6X0Gu1xn9H9mIl/nodhmpmw0r/wzbPyjGYsWS/c7KhRpqhMXnK19X7198Jqb7V36KVsn2HcouDb1HVmHQeq9VHluid96UfO5cpwi8oqPpmb/9bInIdZm2PD8xXJPJ/ClT1UeChRdqE4itM7aGqd9rO3YxZiORb3vl9ijbYDKp6JbC6RP6rMcTvjs8Fzq2qP0URk4D9c72CLENp0XKhITWcweqI3ZfWQy8bfyDwBwZ/MJAIwc9ZAvfJP9wfcdK//UHcOR1uDAhjY7BiDFbugHEr1e+ymyN654EzzWLCd/ejGyqcgSf3Bag0BMJm+39txn6Yd613vBa4I+NcXj1FcDNw3yDtu8CfyR889so5twhNiV5V6yLydhH5uqpe7J8TkXtjLNnvKNNor6Ldlygk+14ieGjfm8iX5H2jqa+K8VUvsW2ExVJ9Vt/cV7v/rs+wUJ3j55u13jU+nF7eSftOj79yDHaNw6pJY8ip27odufuG51hIZNfnXtbXDwSqc6+8EdgKPIgGKR8CfDuS93KbDy/f5d65+4nIqNXPjwIHeuczISIbgKeo6ue85L2AUEf/bVV9RpO6vt6sPR9F3/23Av8kIreJyC9F5CoR+SPwdcx6src3Kb9s0KueNEXLZNXhSD42ycmpbRzJu/+hX/y49398GFaPwepxszmj65AlcKeDn5qC7Tsam3OTnJoyxthd0w0f+fDc7KzZ/K9/Z9BdYaX68WGjG1yF+Yx0vvux66vUo6SLiNlSevLaKvS6sUuifgp4CYCIHIT1nhGRB4vID0XETZg+CzheRMas7/1zbZrTIFyDifuF/X+t1UQ0wzhwsoissn04CmPc/UrQ1yjJi8i6ZnmyUEhHr6o7gZfZDh6IcYj4k6puKtNYL6OnHvAOoIjKphbs+zr0mNtkbOLTCObhiKWPYFQrI8MN90hfKncTm2brMF1vTGTyiXoEGJ02OnyxengnqY84Hbyta2YWVowulP5rNTOYrBg1rpZzszC3zaqDbRvuv7t+95EQSvdV6es7YfDNa6dMvq5/oVTvR3+WiFyGeTyPV9VNdgLUwZjHa05VLxCRvwAuseXO8XzowcwjOkdETsA8Ls92J+xg8UPgAEyomB8BL7Qq703AfwPfF5FZzKvx9Dw7ooisBs4Engf8WUQejlGbv0BVbyx64dKYW7Q8ISI6KCSfJ42XSQtVNb66xvc/H6JB6o7gw0HAedOsrC30ovH94MGQ8oyTyqcNue6gEWHSkar7UggNuqOYAWSV/TpYvdr8D90z696XwtQUTE7a0AmT5rt+m90maETIdIHP8kIyh3SURU9lnrWqKK6K57vdvtSN62ERY+k8jjxwpV7xgQML5ZVnXVu6/n6AiJyL8XT8MvBxVX2MiDwIOFNVn1K0njLulQkDgmaSvPvvS/NhJMkahmjF5nH7Di59fgDwJj05n/dQxw5Gep+hEY7YkewcDaOtG1z8Pg4DK2dh1wSMT5l6/Hp9D57h4cZsWkf89TrMWCdhPwaOf1989X8Ryb4I8qT5KiT9qoSYrtkfUlCzfVX1+QAiMgOgqr+xtoHCSEQ/ICgqzZcl+ZDoXZqwkOzDep3XzRBGVeJUKys8qd7BfZ3X60aV4oh+J0aq3k4jNo1rc8jbd8bdVbbMmmmrjqk3yN1NpPLj5biBZs5rnynT1hALg7lNBdfoS/I14mQfIo9089QlrRB+M4IPzxepe8nJPi08Akb9s05Vt7oEEVmLedwLo2WitzHpU2i5PkYRkg+9a5wk7XvMKA0C8NUpNYz0vWLUujNaA6hzgXQ6eWgYX128+AmMKmWSRrz4ulcvXl/cYOTyzWL+DE0ayd1J7I7wXdszswvVR/NunFPmmqbxznmbO46FM24m2TcjYN9zK0b4RQm57LmlshOURiL6/wdcLyLfwnj7fAJ4KvD2MpWUInoR+Q/gO6r6WeAFIrJSVf+tTB0J3UMWsYf/Q5L3id5J0E6NAg3Sc77xrh4nzY9aSX583Gy+rtwZTmdnrecMRoK/GxMVyhF9uIpU2NdRjNfMFOaLAKA2DaunYOW4OXZ9GbHSvdZhyn5hDHlvwoxVxPtSui/du2v2//v7WeQeu/9heZ/MY8SeJYkXUdEUzdPsq2RppfrlTfSq+nkRuRETKfjXmEf9eap6aZl6ykr0v7Akj43cdmrJ8gkdQN4LHEqIzYywobfMuLfvJjU5knek7iTdYYwkHJ6HxUZYR/Ba94je6ud3Ysh+B4tXkQr77ffZGUqde8EwsHaHMcw69cyw9bhxknzokz9UsxOzJpgX6XfZtl2cD7cUoT97Ng/h11J4rizZx+ou2oe+QopHj4j8hapeQsMDyKW/UFU/X7SeskQfGgDGorkSlgxFXuBmBO/2Q528H2HS6eVh4RquYIjVl+5dnjmMzh0aRlCfVOc8N8ipqYY0v4OFJB9OYAqvwW3TQf4RYI8pWLUD1tl+SG1h9EunPnLeOSvHTB9XjsHwVqhZdncDXN3WP+r1Jxa/PvalFCP6UNfv7xcl+2YoS/I9I9UnHT3Al0Tk4TaKJjAfJub9mJj3hVCW6GdE5P/DRIQ8EPjfkuUTKkLZlzc0GoZ1+dJxONnJGTtDg6Ejc/HqgYbEOwzzfuvOIOsbQx20bn3nWbiGq79wd4zkYTEZOvlvlIZxdma6wRcrRhtul05dMzPdcMH0o1863f7sVCMWjot46foVEnhoR6hF8mQRZXgtIdn7eYqiLyV5H4nox4DPi8i/YaT6dwGvYKEJqSlKEb2qvkdEnoQJJHZ+bCm/hO4iT6cbM/QNe/l83fxqGhK9L81DQz0TSq6uLuclM0ZDSl5pydX3tvFj2fhE6htVYz7rWXAkP0XDW2eKhsHXkbxboETGLKvPzjI3XV+wiIkf5nh6s1Er7aShxnJ9c18PwyweREOSD89lXU+eJ08Zwu97klcS0cMTgNswce+/gNHTH8HCEA1N0YrXzSbMe/wbLxxwwhIi6wVuJiX6aVlqBkdkK8iX5p0LIjRcKX29npsotcouBOKW/PNjwotH9G61pzniBB8zejr4ZOjK+oOFUxuNekQvq1fB2Ir50WZoahe7j25naLjeIHgbYmF8EsYmG184rm/h8oNhn7KIPux/MyprZpTN8/JpBb1DrWlxcIyKZjNm9bwPY8I27EnVQc18iMgbgadgIq59DngNcEqZOhLaQ6svckxKjEmfvurGD0AW9sGXYP2vADehatUw3HtvWLeuseSfT/KwOBLlHEayz1LXlJWAa7b/bqas24ZWj8HqVY3RB4yeZnIlq8e2M1TbztBwwxNo+6SZQbsS85XjBiM3KMY8cLJUNs2uxeUro6fve8k9C0miBxP64Ns0wrCvwASRPIkO6uhXq+rRInKKql4kIo8sWT6hi8hTCcBC9U1WlEm/Lrz8qzFRIMfHGsS6YQPssc6obdwC3s7DxpG7H44YGj75PskXedXDLxN/AHJS/Pi4dbWcZ/3dYHQEhkdgepe10q5gZX2OtfUptk+aBUq2bbN6/alG7HqnavJn6Ib3MssAGyIcePMIvdO0V7T+pTHIasOav3xxib94uKruAt5mF2MqjLJE74Q7p64pHDc+YemRpduNSYpZ0qgfYx4WSvfu/Bg2+uN4Q03j1ml1sWfcgiDT0w21jYsfLwETtksgwzSWI1yFIXenl2fN7qZj69Y1iL5WMx0bXQG1IZjexerpadasqTM52RgkVk0ZPb2zIwx7GyxU3xQheB8xXXy7Ovq+R5LoUdXHZJy6NiM9irJEPyciFwDjNoraz0uWT2gDRSXDGLL08lkk7x+Hq0VBQ8qfd8UcbRCqW4jbBRZzuvl5L5bZhWqbkeHsFRaKSvX+4OQmT63BhEJeNd4ga1avhrVrzbZmTUOfND3T2J/aCVO7WL367vlyY2N2ofL6wlDMjuh9g6zrj/+/HeTp6Kuiwd6k0+XpXikiz8csTl4XkXMysh0L/EvROst63bzT87q5Jnnd9Bfy1AOh4TM874c/cOTvyG7cGjlXWP90Jz2vGGv4rENDqh8ZXbhg9/BwQ1UUi5tTBk6aX4uxWK1fb7a1a2Fo7W6W4HdvEL3r3NQuGB4yHZxcBWOTC6Jfzm9TDXWW66vbYhJ4loE8716X0dFXQfitll0S9c0yJHrg0cB/YqaSHI2xh4bYVabCwkRvlwx8Imb18l9gYi4n9BlCI6xLy9pg4bKAvnTvQgM7QnSeLfP6cBvbZsgZW600XK/DjA1yNuKiWg7D6OzCyJSQb1PAy4PXp9XAeuDeNdhnH9h7b9hzPUZd46T5eaJfYQpPTTWIfmICxlYyMlZjbKw+P2ANDzcMvGGY5Nh9zkIniLUV0q2CQosaiVtqS5en142qvsI7PNUuj7oANixCYRQiehHZHbgQY3/6I2aNw9NF5PGquq1Mg+1ARJ4I/APG3UhV9V3B+THgDEz85oOA01X1t0vVv04iRiatSnNFJPu54Jyvwpk32tYWRqMc8SRfJwm7AGaAWccVkz4zCytmG18BK8dgxHNhdN47zRAj+bXABowx2En0UZLfbQ/mlUZOtzS20pD/6AgMDzM8PL1AzdSM1IuqmpoRdp6Ovl2yr5o6O+r1szwl+nmo6rkisgcmkNm9MWvJnh8j/zwUlejfDLxNVS9wCVaF8xaWyL1SRMYxy3n9haruEpGvi8gTVNX/sngdcLOqflBEDgU+A2QZMwYGrX5C+0Tib86f3Q8N7CRZvGNnUHVE78869dUd/sQopwZfWTczYl3+8XHYbRLuwbgx+nHvmxkm3cCzGlgH7A3sM2ak+Q0bYI/1Ncv4exrCX7cH7LYO2M2WnrVW5RW20yP2okao1abnwzb43kH+/SHnf7P7XwRlyL6qNnsCmrxuLM9+DSPc3on5WP2kiDyzjOq86GAsPskDqOr3WDxPpJN4FPBH614EZjrwU4M8TwUuBVDVXwKHiciapetiZ5AnzRdNLwpH9jM0YtnA4jAH8+0FZO8v8OE2P2qkk959yd8ZO8fHFkfL9Mme4NgRvDMIr8G8BRsw6pq99zZEz/r1sG7PhjS/2+4Yknfzf1eYbXjEqG9qNeN9E96beuP+KAtdQf17V3QLERpwq5aU+4rkHSpaM7aP8UHgGFV9gKo+QlUPxPDcGWUqKSrR78hI316msTaxASPwOUzYtCJ5JvxMInIicGIH+thTaGbAC0nTwUn0fll/+rPvIePeMfHIXgKSd+ob97D57pQzs2b26erVZvHv1VPGJdKRvQsxkHV9zvi6BvND7wPsvxr23x/22w9W7rO2oajfsAH23ADsgSH6FTRklRkWie71uflrnN9YuKRguGWReNjvsmhXqu9LKlTQ+rKfeL8tDEmsqheLyNYylRQl+mPsIrUhHomZorsU2Ix5Ox3W2LSyeVDVjcBGMGvGVtvN6lCGELI8NLLUHVntxFQ4fnqpPtUabpRuAHDpwLxf/a4x45q5ahzGa7C63nCPBBO3JgxTXKMhyTuVzXqM2mYvX5rfsKGhrlm3J0aDv5aGgmgaM4wNLexYfQ7q9fmY+TOzRoXvx7hxIRZiknreAFsPjmO/VxEjdFH0JclbDLawXggXi8ixgdr8ycD3vOOvqOpz8iopSvTTxKX3mUhap3ApcF8RWWHVN48G/k1E1gGzqjoBnI9R8fzU6uivsem5qOJlqhJVf7JnkXuoAnFwJO+Tlv9DO39xtyaEH1ceFu6DJfnh2ryCfqg2y0rq86tKTU8bkt9uffB3bDOEDWbxkRqNmPSu76NYP3kMba8H9gMO2Bvus58R4of2Xg8b9mpsI+sxTpdrMN8NNcxjPdO4S/U6zM7Nd2x62kS3nJm2Xx/kR9dsVaIvYmTttee001Cd/6haznge8GYRuQe4C/M5Og7cKiIvw3xgN417U5To36Sql4eJNi7ykkBVd4jIK4CPi8gdmEVQfigiH8SsOnc68DHgDBF5O/AA4KVL1b88dNQrIWgnS5IP82VtIRQj1Q+zgA4RGuqMOY/YQ9VprWYleWvcNB2oMcQ0o7P1eT29H1Vy7RTsmlp4HTtYSPRjGCl+HebJvxdwn/WwryX53TeMWt38OrOt2B0zJOxGQ22DrdXq42dnPZKfYWbaDEJum5lthD5oRvLhvc+S1PNIvwr1TD8PDIr5OZY5tgEvyjkvwJnNKilE9DGSt+lXFilfFayV+ftB2pu8/Z3Aq5ayT3noFMEXrTfPYOtL8jHp3qX7+nq3YLYjjyEMJ2p9McEv+uSet9oOwWwN6nVWjE0zMwtj0w2S37GjESZhZLrRnykaaiQXdmE9huT3GjMamv32gwMOMBv77Qd73xv23gvutYGGJD9OY3qWuxvWh2Z6l/Gn37Eddmxnxw7mN7cwipPm/eiY/hdQFrHGSD123M/EXDmSRA9wYhb/OlibYy5aCVOcUABLJcXH2s2T5N3/ZpubHOUiSjr/+VkaM0KnMZOcXGiDpg4R82QPsMKQ/egsM1aan542hOq+BIYnYGiH0ab7qiNfot9zvYmSuZdV2ey/P8h++8I++1pF/V4251qMosd62MwroNw2bcIgTE2ZWbI7dnKPjVq53RE+ixdGcSTvIybN++faeTayft8qpPlmz003sNx19M1IvmieRPQWVUlT3XwpHPIMsM2keZfu4rlAQ32zi8as0HkVhSXz2dnFm1PrLOycs8gqDA8zMjo7H+3Sj2w5H0phEvaYbLzwzrA7NtbQzOy1tyH7PfcZNZL8Pvsaxt97Lxhyyp21GJXNKu8KnBxuh7Md22HyHpiYYGbbdu7aCnduNdErJ6aDxUxoTT/fDHkqnnbVOK3mbXdwahWqkJxuqkFpoheRh2BUor8Bbk0LjzTQCyTvUMQAG0tzJO8keEeJTqJ2U//B884JPFP8/2oNteKLZk6qr4/AaJ2x+rSJLGkxNmYWLNk1BTunGksBOu/H4WEzCOy5HvZcZ9Q2QxvWGYLf595GZbPPPrBiPUbB47T5LmI+mDiU7spmgV1Gkp/cDtu2sW0bbN0Kd26Bu7bC3Riid9ErYySfBZ8oY7aQmpdvKdEPwvJyl+irQimiTwuPZKMIyZcdCGLPeKuDSRbx+/993XwYtGvx9KGGWmdm1kxgnHMEP23+z3nS/UhooQXL2iPIGOxWm543zG7fAWumGkZQJ+U7v3wXQ2fPdbBy3Risv5eZ9br33obkN9zLkvwGu+1OY3KU+06Zxnyj7AJ2mlFl0upqJu9hYoLGVjeTMyZZrJv3f6Myqo/w3jdDlpE3llaEG/uBP5drlGLrTXOBqv6pqjrLSvRp4ZEImr2sVZJzO/XEpMowzUnzflmf/Gs0ZoSCNWN6hD49vXibnYWR2VmYnTHG2PnKpRFuYGwlK1bXWTG9iz2mp5mxy/g5F0xH8itGYWSsBuOrGjNdnWfN+j0N6a9Yh5Hk98Q4ajrd/DBG4+/UNbswyhjL6Nu2wbZt3G3+cfeE2bZhthjRQzHSzJPk85Bn3G0V/cKdqua3X4a4P/BNERkGvgtcAPxYVVt2Zy9L9AO98EgrevpOkXwe2pH0fTVBTJfvS+9Oqo/VH06kcvp1p8Jx6606sh8dhSHnvlhTQ/ILYiU4F8cVMDvLSF3N4GAnLpnwBMNmYBhbCeMrG8HJ1t+rEbRsxKlp1mK8bMZokLzzG3KS/A5gAnbdbRXxd8PEBBMTRrDfuQN2zDYMsFm6eSguzYeqs6pRRN/eN1ie4ehR1bcAbxGRe2Pizr8M+KyIXI0h/e+o6u/L1FmW6NPCIx7aJflWBpZmEl6zNvPyxXT4YV6/vAvsNUPD+Kp1o7qZsr7w02OG6HdOwaraLFLbZUjbrezkRYo0DcR8M2lYaEdXmOBj46sMya9dayT53Ry5O395F+ZgmIZcMoeh63swUTHuBrbB5tvNtnUruu1uJ9gzMWHk/e2YISE2GzYPWXaQdiT5VvP1K5aze6Wq/hn4LIbka5hIBMcCX7YxvL6nqv9cpK5SRL8cFh4pSr7tkHwzEl0q5En1vnQfuxZXdg7rlWM9bGYDNc7OqUYs9+lhWFGbNqRdt4+ev/pIGEhsXtqXefXOAol+zRqziMhuTopfgyH6NTQi5jhH0Vnb0x0Y6r7H/N+5DbbeBVu2wJY72bLFGGG3boVtNprmTuKTpBZ0lfggWmbwzNrP+h9ioKR5rNdNv3W6Q1DVOvA/dnuHiKwHjilavqwx9m9V9Zt4cRaWG9r95G42ALT7XMdc4UI3vTCtCBYEMgv2ZzF6+plpmB1tkPyUJfkdQWTLkdq0IfXRxkxZakM2kywy1horrZXix8YMyTuJfmQ3jC7eRaP0o1KO0TC+zmCk+R3Mq2y4i3n3ms13cPct93DzzXDzzXDLLbAJExd2kjjJx8g+3I8RfdGvLn+/iBG2aJ39hOReGYeqbgHOK5q/rOrm7SLyGOBcVb2mZNm+QYwAyxB8Vt5O6WVD5Pk9+1KnT/bhhpfPxxwL3Ssd+e2ioZcftTr56Wkz0citPOUMqsPDdcTp3sFzkrck76R7XyfviH58pV2BfBUMOcl9FYbcV2H08X6QY9dTN591EiOn3wMz98wbYNlqpHkn0d9VNwbYCRa6UzZT22QZvMPjmKdMEQ+ebhD2Uj23IZar100nUJbo/wm4CXiBnXZ7kap+rfJe9QA6ZURtp96yElyoHogd+xJjjOhjfQ7VpjYsDSNTzC/2PeSp3IftsePwoRqsrE0ZaX121i7hN2dCI4xa6d4tADK+ypC8U9eMWWl+aCXGg8aR+wjmcXYrz/rD0CwNlc3dmNhQd8LWO+eJfmZiat4Iu2OHUdc43XyeSyXB/WlG8H6+ZlJ6nsomNlB0At0ieQDUOGpVBbsC3VnAwZiH5a12XY1Y3pOB59rDL6vqh7xzB2B058OY1+HFqvoH7/zewOeB21T1RUG96zCu6ets+VeqasdtnWV/xyEafmlHAS+vvEfLGFW/rFlkEPvvNhfbpijmaEj0O2jEhXGTnVysmF1TJn2n/T8zjYktM72rEUhsQcjLoYah1kn07nhoFEPyK2isYOtDMaoaR9duTutOu78NtltFvBXht25tGGDvmV5I8FkkH6plhoN9f15CbBEV/96TkbacBVrFqG6KbAVxGmYRpUdiSPzLIrIo8qOIOE+XR9vtpSLiL3L0JeDzqvoY4N+Br3hl7w98AaP1i+HfgKtU9a8xK/R9Q0RWZOR1A07bKEv05wLXAw8HXqSqT6yiE8sJMTVJEQ+OVl/4IvX6JD9Ng7xh8QIkPtwqS87zZl4CtoTuyN4n/O1e7BidmjazUad2mjgzjvQdwvX7wBps/alc7vyc7b2T3J0L5SQNop8AtoJugc13wG1/hltu4a6bjW7+1ttg0ybzhm6zpWeDLYaQ7IuSvI9mz8FSE35R76COQsmNoVRmgSnrtXICZnlR7FrSVwHPj2Q/Cfiiqk6p6hRGF/5yW89hwOE09OPnAYd6kXwngOMwkQPCPqwDnuX14SLMQ/u0nK6/RUQ+JSJPaH6V2SiruvkN8LIiMd4TegcxI2wsjyN6J8G6sMR5Zdx/f3AYnVpoT901ZQyy0HgpnXpn9ejOhWQ+an3n5xupWzeeIeYXBFmwiJ/reQ0jse/CSPrum3/apu9knui3bIHbboWbb2bXzZu5+Wa47Ta4fRNsnoY7aK6bz/OsySP1IoTdTJrvNOl3neAtFKp0r7w/xmp/vZd2HXBkJO9RGKndz/dK79wfVHUaQFWnReQGW8+V1kiKiO++MI+HArtU9eZIH76e0e/PYZYTfK6IvM7m/4Kq/iojfxSFiF5ExMa0eQuwVkTW2lMvV9W3lmlwOaBdXXysvqoR6nt9one+KWBetlEWGmFDqvXDB89i/Vx2sCAQGbAgAoLzwlkxOsuIv6bN6AhMebHrfZHNuWGOTsPQdhrDkOuNo1dH8v7kKKuy+fOf4JZbrWvNn7jtNti82XD/nZNGg7+TuG4+REwfPxxJ9+9xqJvPs43E9ltFlk0gzFM12up7OffK9SJyhXe80a4k5+BUNHd7aduAQyJ17RXJtyHjXHg+D6XLquob7O5HgY9ayf4CuybHucB5qrqpWcNFJfr/xahrfgj8gYa33f5A3xN91cTs6nRote4qCT7vGn2in8UQnAvi6877wcwc0YcqjRqGGOdJxVlpaQjmcx75u211fZYV9XvsKOD50s/OGFWOU+n4kv/YLKyYoyG9T2OGJBdc2dew74Dtdvar85+86SZuubnOpk0NT5ttGH8cf3JUjOhjxtYsoo/d69h+XlpVyCL7Tknw7V6LaqmFR7aoakw6X1RtcBwVvSP5mp3LqqetsiLybuC9wN8DLwSeCPwYY+y9E7PQ0g2qelpeo4WIXlUfbnf/WVW/5XXiKUXK9wNin+RV190rKKK+8TiaEQyduqfRyc8z3j40BgNXfgoYthWFyws6r5xazaSvrtcZm73HRLmcnTE6+/GVRoc/OmKO63VrwJ1pGGlHR2CVU9essFc2C+yEOav/n5yEbXcbL5ubb4ZbbuXO26a5Y3NDmt+6oxG4LEua9+9bHsEXUdvEDOF5+ZqhiMTu8i0FqnrmK3Sv3Gz/r83YD/Ou9Y7XYjR6sXN59cTq3T1S9tqcMq+2260Ycn+ZnTHrcIGIXIkxNGeirI5+pdux4YqPBr5dso6eRiek+16Gr07wtd1TXtowRvkReov4/32TqP9lUAPqU3Hj2Zz9FHD+96vGYWxqOyvHt8P4TkP0ztNmfKfJODYGYxON9NEVML7NkP7wsHXVrJsBYtqGHZ6YgC13GEa/5RbuvG3aTIjaZIh+81azNq0zwjr9vCN6/z65aw0JPovoY/r2LB18u6RelOw7jar6UPGasTdilhx9EA1SPoQ4f11u8+Hlu9w7dz8RGbX6+VHgQO98Hn4OjInIfbzIlIdg9PDzEJEneW6fW4DnqOpVsQpF5AXADc0aLkv0B7sdVf1FhsEhoU8Q6oxDsnfwPUhig2BIgK4u36DL9EIDba3WWFzchUyYmYaRUVgxCSvHt7NqfDsyZuPbjO8w0rnzq3czZoedz/0Ksz88zPwC31M7G0S/eTNsuYM7bptl06YGyd++2bxJW2jEnG+mm/evtYghNo/kQ2m+XXSb7Ktuu6qZsapaF5FPAS8BfioiB2G8Z54nIg8G/hV4kqrOYXztPyIiznf+ucAbbD1Xi8g1wPEY18rjgWuLLKuqqneKyFdtH94lIo/F6BvPD7J+QERmMB/RHwD2EJHHh9VhJoR8XVW/0KztosbY1wKvwxhiX0QjeEjYwYHAcpPqHUI/Flgo7ftzTWP/hYZ6xzfU7nINeJK9C5MwO2vcMcfHGzFx3ApS4+MwNjbNyvFpVo7dw5CT3OczDy10wXShFJw+yKltJia4Z/OUiXRgyf32TfDnTXDrLNyCEfW20tDPNzPAtkr0/nERKT8L4RdDeK4bZN+JNiueGXsacJaIXIZ5nI9X1U12AtTBGC3lnKpeICJ/AVxiy52jqj7X/SNwjoicgHnEn+1OiMgQxpZ5AEZ6/xHwQs/T5pXA50TkYoym8++sC6ePw2wdRXCPiLxMVf8jL5OUWSBKRJ6lql8tXKAkRORMzLs2ibnY13k/xAWY8CNg3JgWTSSw+U7FfMocAJysqpNN2tQsUh80sq9F9rMMirEtS0Xhzo/abczbnH7fzVkdwbhWusVDVo03SN0n+pFRE3vePzfqHY+MsjCADiw05NbnYHqayYk62yfhji3GFnunDXNw223w57p5oG6nobJx68Dmkbx/L4pMiHKqLD9eju+u6bfXijonK89Sk31ee3XzzhYxls7j4DWin3lEsbx//YPy9fcqROQiVT26QL5xjMvmx1X1oXl5S6luQpIXkaer6n+VqaMJtqvq223dpwBvw6xiBXC6qn6uSfmzgHeo6s9ExK1+dWqF/WsZrbx03TCc+RJ8FhGFA4aT5mNE57xz/OOZWZibtJOpdjQIfHTUEPiIH9Cy5nlVemRvBoLZ+Rg6w96T7FRBU/6iUZNmEZG7tsKWrfAnGkHLtpEvycck9dg98LcYYcfuZbPnooh0niXd50n9VaMTbSilvG4GCe8ukklVdwAXi8iuZnlLEb314fwXzPI9gokHWxnRO5K3qGEke4fjROReGKv1F1X1uqBvIxjjsDOKXAJ8mgjR2zg9JzbrT7sqnHYf/qwXt0qE1xgaZ/0tbN8nNhdpxs8zZ4/dfxdewcXRGJqFXbMwvKOxetToqNkfCZ5MR+ZO0h8NtpDoXYjk7TZ2zXY7K3frlHGf+DPGIjdBg+SL6stjNoksZNVZ5tkoStjdIvyODSTLNEyxnTHbFCKyGvgO8MdmecsaY4/HxEA+EfgIUEkchhB2QtaTgGfYpDswkvq1NjbFZSJyhKpu84qtB3Z6i5VPkDERwU6k2GjbytVdtUL2S/FCtUv6edeVR/Yh6TtpPsQcDV/8GsYo62Lb+0Kaq0dmDfEP78h/KIdpDAqO+N0XADTU847sJydhano++jx3YCT4u1joXZP31dIMYd5QYs/6OiqLrHay8i0F4Xeah5cj0ReFVUs/pkje0iEQVPUuERlW1RkR2aN89xZCRE4Cng5MquozRWR34JPAS1R1K4Cqbsf6mqrq7SJyO0aH/2Ovqi3ASm8W7xqK+bZWhqV8JjthMHb9dyRflBj8xUlC0nfSvCN4R/KxmbV+fWEdrowAI7NQm11sPwgHHRd/Z4oFkW7mpXgX4iDLOJp3f4tK8mVJvowhtRnxZ9VVFeF3+nmv2L1yWaMs0T/WOuePicingYPa7YCqng2cDWBXTfko8CZVvVVEnqGqXxeRF2Iivv3Sqmj2w4RLRkTugwkHOiMiF2FiUfwME3WuEq+gIqTaLS+Hqsg+RuyhlOvcLsN0J73Dwml//pdB2JYj2BkaQdH8dWh9uJm4DkIjZqVg1EY+ybuBwvny72DhciPNwg4XQbOBsB1JvlWvmZinTzPvnKxzvYK08Eg1KEv0z8E8F5dhIsF9KD97aXzP9uk866N/DybYzy2YRU+uBh4AnKqqTi/1FeBNwMWYCHPvsMsd7g+8vqqONVN1dAudkOz9ut21zWJ+mJjbJSy8Bz7BZ0nyjtinMe6XUzbNDQJ5bcSMn76+3BG+C4QQW9y7HTVKqNry+woL6w5XpYJi7bZK9n5511bsuJ22lup5TwuPVIeyXjde9Ck+bo2ai8JxtoosFyFVvRC4MOPcX3n7N2EmI3QEvfrMtUv2WZI3LCQv33vGJ1ffwJqlTvCJ0Xc3dCoUP1JkGck35unj99cRe6z+Kn7P8N61qp+P3f9Wf1O/nrDePHVOzz3fFS88spxRdMLUVowNa0EyRg++cVGBhCVHK2SfVSaUPmHxbNksidonfF+96lQ8ipHg3QqubiZqzCia5cpI5DhUW4T+6qGapir9tD+A+VJzSOxZ+nOfYKsi25gXVazPrWApBwMtt6hIQg6KSvSvVtUvhoki8txY5oTeRIzYQzVLSAyO4N2DEi6+4ZO8eHl9tY2D86l3Khs/+JlvGA0l0BiZx479awoJ3qW3Q1ThAOSnhfla0c27usvmjyFG6u0OKt2Q+JPqphoUjV45T/I2mNm9MCqbL2UWSlhyxIgolqcI2YdwhB9TBfhbuBKT/4C5cy6o8FTwv1lsGf9/uO+uw/3P2m8VMck4K5/fbiv6+CIk3OzrreovhW7wbdLRV4eyE6beCDwFuBkTcc3NPk3oITRT45SR7OvB+VAfPs1CEnZk76R5P69bltCPcBkLBZClQw7384je/x/uV40sPX2YJ0QeAefp0rPyh23FyL4ndfFZSO6VlaGs181qVT1aRE5R1YtE5JEd6VVCqZc8q3wzsg/rzCKCkPyb6cmd18tokM/3nZ8ln+yz+hv2uZmNoZPIk5jz+pBleG2WFrvWvLRmxF6U9Ls1MJRceCQhB2WJ3rkoOxPJ6gr7kmCR9WIVUc2UzR/mKfq5H1tVytfnz9IgfL9u52oZk+KrUrNUgWb3OFTldHrAadUDx5Xt9v1sFUmirwZliX5ORC4AxkXk4ZhA+n2PZtLvUqKMhFWW8PPKZBG+SwvVIHmSZPjfzZytYySEkOjD9vL02nnGxTwU0a+HecsgpsPvtPGzjJ6+U33oZB26TGPddAJl/ejfaScjPQS4BljXkV51Ab1E9kVRlvD9MlnlYuez3jVfqneSfXg8SiN0gb/sYBEVTQxFJOk8ZOn1Y+f8tLwBsswgkoUyqp8sVNGPqtG2ETi5V1aCon70o5h4NJvtElffE5GnA6dhZqYOBPqR7KE1wvfLZZXNIv3Q8Dgb5An1+H5USzf7tVl/iqCIJ06zurvxezdTT2UNgJ3say8NDg7J66Y6FJXoz8UIZ+tsbJlXYAIAvqhD/eoa+pXsoXXC98s6ZEm+4ee/70rpS/QhwoXFy3qhZCFLXeSQdU86pcLJQl57odpqKdop0lYn+1IISXVTGYoS/W2q+joAEbkEOEVVf9KxXnUZ/Uz2UEwn32odMcKPTaIKyzkpvx7J79fXzEsk/B9+PcS8iAjSwnzN0Ex9k4U8Ys2yTTSrr4hhPa+NfoKmEAiVoSjRb/X2v+NIXkSeoKpF1zbsK/Q72Tt0ivRDUg7JO9TF++obX6L3ibqIcbUW2bLyFzEit2vwbIYY+bZC8ssVSUdfDYoS/TF2NROAh4vIGrv/SIovYtt36AbZd9IVrpl6pkwdMQncSesx8nVkn9WPIlJzjOSLqGzydOFF70EzSTpvAAk9jGLnW0Fe/7s9cFTRvkJyr6wIRYl+GrN2A4C/zNXAf1gNimQfQzsGypiaxSf5UKIfpRHqOCbRD2ec9/P4eYt4w4T9LDKIlhkMszyAwmuPkX5We2VRZJCpop2uIOnoK0NRon+Tql4eJorIwyruT0+iHSNnPyLLUBrLF9Pfh5K9wzBxIg3JPiwXEnyzL4A8os1Du4N6HoHH+tHsuMg9D9M6bWBdaiSirwZFg5otInmbfmW13eltDLJ03wxlvFecZD7NQtINl/3z6/QjXuKl+wQfLj5OkNfvjyPWMLxCngQeQzPyzRvs/H7E0vPaKYtY+Xbr7KQasQhSCITqUHZm7LLHciZ7yCf80Djrr0gVU8WEx6E6pwjJZ0m4juT941Bl1MzeELvOGLJIO0tN0wl1TV6firTXbVKPIenoq0Mi+haw3Mke4kQYI/usASGmhvEl/tGMPGH7fp3+sSP62NqwMZ15nh6/CAHmqWqWWp3Sa4TdMpKOvjIkom8RiewNYiQbM9K6c06Fg/ffEb/bRr3NJ/mQOPOEPT9Eco34uq1+n8L9vOsJ64ilNVPV+IjVX0Riz7NPVIVuS/rJvbIa9BTRi8hpwOO8pPep6vftuTdili7cA/ieqn4zUv4A4FTgBuAA4GRVnexUfztF9t1+ucqiKNnH7pVvoK0BYxiCd/9rNOLkuLrrGCIPH17x9t2Sha7emDdPqNKJbVnXkyf1t6KiaeU5KmJnKDPA9NpzpykefWXoKaIHUNXHhWki8gjgaFV9iogMA78WkR+r6t1B1rOAd6jqz0TELYpyaif7myR7gyJkD4ule1goeTu1jdv8BzQk+aw6XF5H/M5W0Izk/eUHY9eXhWb68E6S51IQczcHgKS6qQY9R/Qi8jaMMDYEfEJVdwBPAy4FUNVZEfk18Fjgm165EeBowHkIXQJ8mgjRi8iJwIlV9TmRvUEZsg/JPVyC0KULjUUQ5rz0OgvVM47U/bzQWKd2iMZXgeubT/Ch0Xg2yJslOWeRfJ6k3E3ibNaXXpLqFZjtlc70OXqN6L8K3KSq20XklcAngJcCG4Bfe/kmbJqP9cBOVdWcPACo6kZgI4CIVKIFTGRv0IzsfWNsjNingREvv4tl7xBbnjDM5+v1RzGDwAhx9Y96+d2A4+BH5eyE7tv1pdsoQvbdGgB64f4MArpO9CJyEiYE8qSqPtM7dSHwRru/GdjNO7fGpvnYAqwUEbFkH8vTUSSyN8gje/c/1Nn7xFzDELNLG/LyOQkdFhtj/fp9ggilfDco5BlZ/fOtkHKMPGN1tPq8tEOAvSS158FfvyChPXSdl1T1bFU9VlWfKSIf8k4dBNxo988HHgXzKpoHAz+xx/cRkSFVncGEZzjKlnm0LbekSA+mQVHDp3OBnLLbBDBptx1e+oz9v4uGqmXO29xx3eb1jx2GaJC+sFA9FPruZ83CLfPCxPLXWFxvK6iifJnjrLROo4jBPL1zzdF1iT7ArIh8DCOJHwq8EkBVLxORi0Tk/Rivm5NVdZst8xXgTcDFwMuBd9hVsPYHXr/E/Qeqkez7RepqhqJ6++lI2iwLvW/y7qkEx76ahiZlnf4+JOFQqo/9Hn56Eam9iERf5e+e9xz1ur4+SfTVoaeIXlXfknPuQxnpf+Xt3wS8pPqelUdS4zQQI/vwnK9ymbbbJA1XS+dfnxcGIatNJ7VDQ6L3SWzOSytC9iGhZ6lpwv40O1ekfIgiZJyneipL7ktN/onoq0FPEf2gIZF9AzGiixlq3f9ZGsQ+xcIJVEXIPlS3uDLOmBv63BdVAYQSfBaBNyPvvIEhi5DzzpXte9Hy3ZTqfXtMFRCRMYwL9sGYR+KtdmnUWN6Tgefawy/7gqadr/NZW8cc8GJV/UPBslcD27ymblDVE9q6sAJIRN9hJLJfiDzpHhZ6urh4OVMsjnnjE3n4P9S3x479Mn5fQsIP9emhRJ9F0lm/eZGBoZmqp11DbFabWV8o3UTF/TgNEFV9pIg8ELhMRB6sqrf7mUTkWOBlwOE26WoRuU5Vnc3vS8BGVf2siLwYoz5+eMGyV6vqi6q9rOZIHLQE6JWXplcQk57zDLXTGMPsDhqG2tBoO+nl8Y24/v50sO/i4LgtZuDLk8yLGFvzzpdJz+pDXloz5NWbtV+kraqed/9Lq11jrIjUgBOAzwCo6m+Bq4DnR7KfBHxRVadUdQo4D2P/Q0QOw5D4eTbvecChXsj2zLLdRCL6JUIi+8UoQvizwTYdbFMZ247IFhsMdgTlfPLPU2eEXxV5BF+GxLPSY3XGypVFrxNAhV439wf2BK730q4DjozkPSon31HAH1R1GsD+vyE4n9fGvUXkv0TkYhH5olUDdRxJdbOEKKvG6aVP6E4iS3/fLF+M+EJS9RczyVLnZBGuTyRZtoVmapYwPfabZunfm5XPqqvsM9Orahso1Zf1InKFd7zRTox02Mv+98OmbAMOidS1VyTfhoxzzc7758AMCu9W1dtF5NXAT0XkQTYCQMeQiH6JkXT22Siipw6Nt6G+PPS28Qmsmf4+bDerb7G+FO1z7DgsX4a8qyL7XkRJY+wWVY1J57FqfYSeuVn5mp0L7fvxgqqv8g4/CbwNOA6j5+8YEtF3AYnsm6MVAvXzxEje36+xWNIvSvpFJOB2yLYZeRepuwqy7/aAUbEfvZslvzZjP8y71jteC9yRcS6sJ6/sAqiqisgtwH1z+l0JEt90CYMgcS0VsvSwMcNp1tZM1x9ueQbasA9Zfc7KU+S3Ty+mQYU6+huBrcCDvLRDaARB9HF5Tr7LgfuJyCiA/X9gcD5aVkT+UkSeErS1F3BbsUtoHel56iKKPKTpB2qgGeFmkf4s2YQfI/3wfKzeZv3M2m9ngC/qFTNIqIroVbUOfAo7oVJEDsJ6z4jIg0XkhyLi5tOdBRwvImPW9/65Ng1VvRq4Bjje5j0euNZbPzuzLCbw4mttGBdE5BnAKuDbZe5JK0iqmx5AlpoiIRsxA254zj+fpfaIqdF8lU7sBSkqoedJ9XnlqkAVdbdSR5XX1IEQCKcBZ4nIZZif9nhV3WQ9Xw7GxNKbU9ULROQvMKHOAc7x/OAB/hE4R0ROwEyYevZ8n/PL/gLjkfNjEXHBU5+sqlurvczFkEZU3+WJqsIUdxJZRrqEhWg2SGb5g2e5SeatWRuiCJG3+/vlfSkU6U879TZrr8C5KwsaS+exp4geWzDvF1uofzkhSfR9ACd1FpH2l/NgkCflx86HRtsQMWNtkfabpbWCVom71XxFib2TqDoEwnJGIvoBQzNf9OWAZqqwmBonS6XjJPu8wbaMzr4KtGPoLaJmahWdeN6W6zNcNRLR9wliuuRmSCqf5rr8ItL9bCRfVjtF+5PVpzLlW7EVFDnfrsdQVUhhiqtDIvplgET42YSfJdHHytcK5GulTzE0+82aEXArkn03ST0LvdCHQUAi+j5CK1K9j25PgOkF5EnkRaT7dn+DGMp8IRQh41Yk+3bqbXauVSSJvjokol9mSGSfL90vBdlnfVWUQVEirkKyL1JPp7Dcn9WqkIi+z1CFRJnI3iB2L4uqcpoh7zfKqrdVr6qqpO+qdPxVIXndVIdE9MsUiewNWlHlNAtKRsb5GNrxkuqU2qbouSLn20V6RqtBTxG9iJyPmRLscCiwL7A3cAGwyaZfqaonR8ofAJyKCQV6AGYR8ckOdrkr6ISeeDmjKNnnoczAWYbci9ZbldqmaNmlQNLRV4eeInrg86r6FQARuT9wiqpOiQjA6ar6uSblzwLeoao/E5HXAKdgiH/gkFQ41aKIV06RtBBFDa3NJnmVOdcugbfiKtoppOezGvQU0TuSt3gN8Anv+DgRuRewO2apruv8sjZQ0NE0oshdAnyaASV6SGTfCTTzk29G7mUMrVVPblsqFcxSPS9Joq8OPUX0DiKyBrivqv7KJt2BkdSvFZG9MIv6HqGq27xi64Gd2gjeM8HClV38+k8ETuxM7xP6HXkDaLMJT+1I6+1OoOrE+Xbzt4tkjK0GXVf1ishJInKBiHzNS34JcI47UNXtqnqt3b8duB04LKhqC7BSrJ4HWEN8UQFUdaOqHjkIQZCqePG6/hD0IOoUI8l6gbxhvqz8WfnytmbtNetTGSw1yVe5OPhyR9ffcVU9W1WPVdVnwvxq7ccA82FBReSFInKo3R8B9gNussf3EZEhVZ0BLsIszgvwaL+OQUYi+86hrEqjDPlUTVRlBqeq6+0UEtFXg15U3fwtcL4ujJ98C/B2EbkaeABwqqr+0Z77CvAm4GLg5cA7RORJwP7A65es111GljGxDJK+Po5m6poi5ZqVLaPyaVaunXztlqkSSUdfHVI8+j6IR18WvSKdD/JLWsU9XorfqYcIvnS8+FUiekjBvFekePS56EWJPqFNtCqBVo0qpvr3Kqq4x538nXqI4NtCL/apH5GIfsDRqkqgExhU1VAvkX6r97cXf5cUAqE6JKJfhigzuadqDHrI5KpdJju9qlgv/w5JR18dEtEnzKOKCVhFMeiE79CupN6p+9Mv971f+tnrSESfsABLSfYwuOqcGKrwjKqqD/2CfutvryIRfUIlaGXhbL/scnqhu2Us77d7nFQ31SERfcIilJXqi+RtpqpZbmTvsBRSfj/f137uey8hEX1CFEXJvsoFy5eL3j6GThB+v9/H5HVTHRLRJ1SKorM/8yT45SrdQ3WEPyj3b1Cuo9tIRJ+QiapVOKHE3ky6X84veSuEP2j3K+noq0Mi+oSOoEhMd/84qXLiyPPLXw73ZTlc41IgEX1CLlpxt8zKn0fwSZVTDMvpPiSJvjokok9oinZ862Pxbsouut3sXMLgIhljq0Ei+oSOITY4xEg+JHtIqpyEJNFXiUT0CYWQJdVnSehFDLNZZE/kOCxLzvmEwUH6jatBIvqEwiirwinji1+W7N15v62EwUKS6KtDIvqEtpEn1eeRfYzIy5K9ny/sU0L/I/2O1SARfUIptKLCKaPKCfdjx0WQpP3BQPrtqkEi+oTSaJXsyShXBO3o5RPp9ydSCITq0BWiF5Ea8DLgPcDjVfVX3rnnA0cAc8CNqnq2TT8AOBW4ATgAOFlVJyN1vxFYA+wBfE9Vv9nRi1mmaNU4W5Ro8yZRtUPWyZDbP0g6+urQLYn+MOB/gR1+oojsB7wBOEJVVUQuF5ELVfV3wFnAO1T1ZyLyGuAUDPH75R8BHK2qTxGRYeDXIvJjVb17KS5quaEs2ZORH8q90FX41CfC7w+k36cadGUNBFW9SlWvjpw6BrOau9rjS4Eni8gIcDRwuU2/BHhqpPzTbBlUdRb4NfDYCrue0ALqwX4VL29VD243FwFJaI56wS0hH72mo98A3OMdT9i09cBObwBw6bHyv46UXwARORE40R7uAn4V5ukg1gNbBqUt7yVb0FaHX76Buoddamup23tQC2W+i+ljESzlfes7LBnRi8hJwNOBSVV9Zka2zcADvOM1GJ38FmCliIgl+zU2b6z8bkH5RflUdSOw0fbrClU9suTltIylbC+1ldrqlfZE5IqyZVT12E70ZTliyb5cVfVsVT02h+TBjOAPExGxx48CvqOqM8BFwFE2/dHA+QAiMioi+9r0820ZrLrnwcBPqr2ShISEhP5Ct7xu9gBeBewOnCgiX1TVy1T1FhE5AzhTROaAT1tDLMDLgXeIyJOA/YHX2/RjgFcAT1HVy0TkIhF5P8br5mRV3baEl5aQkJDQc+gK0avqXcB77RaeOxc4N5J+E/CSSPq3gG95xx8q2Z2NJfO3i6VsL7WV2uqV9pb62hI8SMO+mZCQkJAwiEjeZQkJCQkDjkT0CQkJCQOOXvOjbwsisjdG73+Yqh5l08aAM4BbgYOA01X1t/ZcNNxCUOc64HTg97b8W1X19iDPAcAPgT/ZpDXAL4CbgMd5Wd+nqt+PtNG0H0H+y4Apezinqk8o0s+ybYnIgZj7+XNgP+BOVX23iJzWieuKlH8i8A8YF1lV1XcF5zN/24L1n4mZnT2Jma39OlXdZH/PC4BNNuuVqnpypPwBFAjLYfOeRsY9KxK2o2Rb5wOrvKRDgX2Bvau4rhTCpA+hqgOzAc8EjgOu8NLeDLzJ7h8K/NTu7wdcTcNOcTlwUKTOs4Bn2/3jgC9E8uwJPNE7Pg34a+C0An0u1I+gzKJ6C/azVFsYd9a/846vAx7WqesKyo9jSGGFPf468IQgT/S3LdHGe739U4BP2P0DgBcVKH8B8HC7/xrgPWV+M5v+CODbdn8Y+B2we5ttPcfbvz9wdpXXhSHywzGCzF8W+c2L9L/ovUhb+W2gVDeq+jUWzqwFEyrBhUX4JXCYiKwhI9xCpNr58mSEXlDVO1X1BwAisgI4UlUvtsdvE5E3iMgpIjIeqb9oP3wcaus7TURcf5r2s2xbqnq5qn7DS6oB2zt4XT4eBfxRVXfZ49g1Zf22haCqb/cOaxjJ3uE4EXmjiLxXRA4Jy5YIy+GXid2zpmE7yralql/xDl8DfKLK69IUwqTvMFCqmwxkhVXISs8rPwHsISLD9kGM4Xjgy3b/q8BNqrpdRF6JeeFeWrB/efiAmuBuQ8BPROSegv1spS0AROTpwHdV9XoR6dR1lS2flWeiRDuIyFrgScAzbNIdmAB614rIXsBlInKELpyTUTQsh0PWPSsStqNsW+661gD31YZqpRPX5WNJQpgklMdASfQZyAqLUChcQpBvDXBXDskDPAv4CoCqXquq2236hcDjS/QvE6r6M/t/DvgpRloq0s/SbQGIyNG2jf9r2+3IdbVQvnQbInKSiFwgIl+zx7sDnwReoqpbAVR1u6pea/dvB27H6PB9zIflyGrbbyvnnhW5hlJteckvAc5xB+1cV0b9IbKupWn/m5RPaBPLgej9sAiHAteo6gQZ4RZsvntbQ9+C8nihF2IQkccBl6oJ2YCI+JO3DgJutOk1Ednfpmf2I6ONg0XEl55dvdF+ttOWLf9UzCf5a4G9ReRRnbiuCC4F7mtVYfPXJCLrPPVM1m+bCfVCcYjIegzJv0lV/yAiz7B1vdDW51QZ+2H00YjIfURkSHPCcmS0Fb1n5ITtaLUtW7aG+d3m87VzXWH9GUghTHoUAzVhSkQeC7wQOBb4f8CH7akzgD9jAqa9Xxd63RyJ8RD4rTY8BL4C/LeqfkmMN8sHgD8CBwJv1og3iy33JeA1qrrFHv8Lxqi4GWMsfIeq/lZEDscYS91LF+1HRhv7AP8KXIWReEYw4SDWxvrZZlsPA34MuIBUqzDE+KCqryuj/b/BGNjvAGZU9V0i8kFgq6qeLiIryfhtC9b/c4z6cqtNukdVjxORxwMnYQyLDwAuVtXP2jL/gxkYLhbjSfIOjKfT/sDrNdsTJvos2HNvxHiZ7IEhxm+205Yt+/fAfqr6r15aJdcljRAmJwNfAL6oqpfZc1nvVLROETkOeIWqPiXvXiS0h4Ei+oSEhISExVgOqpuEhISEZY1E9AkJCQkDjkT0CQkJCQOORPQJCQkJA45E9AkJCQkDjkT0CQkJCQOORPQJCQkJA45E9AkJFjZ2UM/Uk5BQFRLRJwAgIg8XkR+JyP+IiYr5MRH5qhcKIlbmeSJyV4G6XxccX9EuGRbtr4isEZFJO8s3q65xEfkosK6dPnnYT0Q+KCLLIWhgQh8gEX0CMB8o7UfA/6jqaar6WmAUeHpOmfOAuwtU/7rg+CgbkK1llOjv84BvACfmVPdx4D9V9Q4AO4AcbPf3FJFf5ZSN9e2PwGWYdQkSErqOJHEk5GFPbPRAEXk35nmZw8SE+aCfUURWY6J2/gQTC+eLqvoDEXk2sFbMCkvXY1Z0+riY1aPeb/O+AJgF/h2z8tJ/N2uvWX89HISJunmdiCxa1cj2+6mYFZMcHgC4mDkPAX6Zc30PwiyA8kvMghzvsTFsvgN8UkTeoar1An1PSOgYEtEnhHi4iJyKWSRko6r+UESOAR6pqk+CeYn3e8HiE3XgTEt+6zCRDH+gqv8hIh9U1dNcRhF5PYbYXwZcgyHVGvATS/JF2svsr9fOIzCrTm0WkQuA5wIbg/IHYoKkqS1zX+BWj5wfglkWMnp9tt1pTKC5fbFLPKrqTque2gsTdC0hoWtIRJ8Q4meq+h4R+QnwARH5dwzZjYvIm22ePwH3CsoJ8DgReRQwEzm/CKp6t4h8B/hHYAVwrj1VpL3M/noLXDwH2C4ihwG7MJEbQ6JfgRl0HA7DELvDwzCSfNb1fQoj0f8U+A0mkqjDDLAy5xYkJCwJko4+IQpV/TGwDaPzvgbYrKqnq+rpwGcxpObjBGAfVX0P8JHg3JwYhItcgJGEXwUcrqpX2bQi7eX11y0osk1VT7U6/JdiVEihUfZPLDTCHg6M2ToOAv4Oo5bJur5HYBYlfwRmIY8X2rICrAZuy+t3QsJSIEn0CQCIyJHA/wFGReRvVPX7GGPiv9v/P7cx1e/BxAp/s4g8D9hdRF6OUWW4BTa22vRnqOrXMQtKnGHbuRC4L/ByTMz8a8UshXiR64uqfs961Sxor2h/RWQ3zKIb017+g22/PiQir1TV621bfxaRW0VkX1W9FSPRT4nINRjJ/jrgnzBLAS66Poyk/xER+T1Gyv832+RhwI9UdaqFnyMhoVKkePQJyx72S+PVmMHneuChqhouMl+mvjGMSudUVb2pkk4mJLSBRPQJCZjlIzFfuD9U1Qe2Wde+mMWwtzbNnJCwBEhEn5CQkDDgSMbYhISEhAFHIvqEhISEAUci+oSEhIQBRyL6hISEhAFHIvqEhISEAUci+oSEhIQBRyL6hISEhAHH/w8RcftqOiGptwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display the raw result of the first round\n",
    "out = imgr.out_last()\n",
    "out.display()\n",
    "\n",
    "# Blur the result to the nominal resolution and display\n",
    "outblur = out.blur_circ(res)\n",
    "outblur.display();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5b2b60a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 2 \n",
      "Imaging . . .\n",
      "time: 1.613389 s\n",
      "J: 1.584633\n",
      "chi2_vis : 1.43 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# re-initialize imager with the blurred output of the last round\n",
    "imgr.init_next = imgr.out_last().blur_circ(res)\n",
    "\n",
    "# run the imager a second time\n",
    "imgr.make_image_I(show_updates=False)\n",
    "\n",
    "# display the output of the second round\n",
    "out = imgr.out_last()\n",
    "outblur = out.blur_circ(res)\n",
    "out.display();\n",
    "outblur.display();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "33fef494",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============================\n",
      "Imager run 3 \n",
      "Imaging . . .\n",
      "time: 3.179240 s\n",
      "J: 1.152748\n",
      "chi2_vis : 1.16 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# update the initial image and image one more time\n",
    "imgr.init_next = imgr.out_last().blur_circ(res) # re-initialze the imager\n",
    "imgr.maxit_next = 500                           # let the imager run for more iterations this time\n",
    "imgr.make_image_I(show_updates=False)           # run imager\n",
    "\n",
    "# display the final output\n",
    "out = imgr.out_last()\n",
    "outblur = out.blur_circ(res)\n",
    "out.display();\n",
    "outblur.display();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "382f773f",
   "metadata": {},
   "source": [
    "## Set  Up and Run an Imager with Closure Phases and Amplitudes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cc93851d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initializing imager data products . . .\n",
      "==============================\n",
      "Imager run 1 \n",
      "Imaging . . .\n",
      "time: 3.139907 s\n",
      "J: 2.393452\n",
      "chi2_amp : 1.57 chi2_cphase : 1.34 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n",
      "==============================\n",
      "Imager run 2 \n",
      "Imaging . . .\n",
      "time: 3.071742 s\n",
      "J: 1.469120\n",
      "chi2_amp : 1.20 chi2_cphase : 1.06 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n",
      "==============================\n",
      "Imager run 3 \n",
      "Imaging . . .\n",
      "time: 6.276535 s\n",
      "J: 1.046421\n",
      "chi2_amp : 1.04 chi2_cphase : 0.99 \n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT\n",
      "==============================\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<ehtim.image.Image at 0x7f2d24047100>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Image total flux with closure amplitudes and closure phase\n",
    "#data_term={'logcamp':1,'cphase':0.5} # data term weights\n",
    "data_term={'amp':1,'cphase':0.5} # data term weights\n",
    "\n",
    "#reg_term = {'tv2':1, 'l1':0.1}   # regularizer term weights\n",
    "reg_term = {'tv2':1, 'l1':0.1}   # regularizer term weights\n",
    "\n",
    "# set up the imager\n",
    "imgr  = eh.imager.Imager(obs, gaussprior, prior_im=gaussprior, flux=zbl,\n",
    "                         data_term=data_term, reg_term=reg_term, \n",
    "                         norm_reg=True, # this is very important!\n",
    "                         epsilon_tv = 1.e-10,\n",
    "                         maxit=250, ttype=ttype)\n",
    "\n",
    "# image the first time\n",
    "imgr.make_image_I(show_updates=False)\n",
    "\n",
    "# re-initialize and image again\n",
    "imgr.init_next = imgr.out_last().blur_circ(res)\n",
    "imgr.make_image_I(show_updates=False)\n",
    "\n",
    "# image one last time\n",
    "imgr.init_next = imgr.out_last().blur_circ(res) \n",
    "imgr.maxit_next = 500                          \n",
    "imgr.make_image_I(show_updates=False)           \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "32b9cab8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display the final output at various blur levels\n",
    "# raw output\n",
    "out = imgr.out_last()\n",
    "out.display();\n",
    "\n",
    "# blurred to the full nominal resolution\n",
    "outblur1 = out.blur_circ(res) \n",
    "outblur1.display(beamparams=[res,res,0]);\n",
    "\n",
    "# blurred to half the nominal resolution\n",
    "outblur2 = out.blur_circ(0.5*res) \n",
    "outblur2.display(beamparams=[0.5*res,0.5*res,0]);\n",
    "\n",
    "# blurred to  the asymmetric nominal beam\n",
    "outblur3 = out.blur_gauss(beamparams) \n",
    "outblur3.display(beamparams=beamparams);\n",
    "\n",
    "# blurred to half the asymmetric nominal beam\n",
    "beamparams_superres=[0.5*beamparams[0],0.5*beamparams[1],beamparams[2]]\n",
    "outblur3 = out.blur_gauss(beamparams_superres) \n",
    "outblur3.display(beamparams=beamparams_superres);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3eeb5e9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the output\n",
    "out.save_fits(outpath+'_output.fits')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
